generative/MNIST_DCGAN.html

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<title>MNIST_DCGAN</title>

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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

    Firefox 28.0+
    Chrome 29.0+
    Internet Explorer 11+ 
    Opera 17.0+

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
div.traceback-wrapper pre.traceback {
  max-height: 600px;
  overflow: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  display: flex;
  flex-direction: row;
  justify-content: space-between;
  padding: 5px;
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
[dir="rtl"] #ipython_notebook {
  margin-right: 10px;
  margin-left: 0;
}
[dir="rtl"] #ipython_notebook.pull-left {
  float: right !important;
  float: right;
}
.flex-spacer {
  flex: 1;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#kernel_logo_widget {
  margin: 0 10px;
}
span#login_widget {
  float: right;
}
[dir="rtl"] span#login_widget {
  float: left;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
.modal-header {
  cursor: move;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
[dir="rtl"] .center-nav form.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] .center-nav .navbar-text {
  float: right;
}
[dir="rtl"] .navbar-inner {
  text-align: right;
}
[dir="rtl"] div.text-left {
  text-align: right;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  overflow: hidden;
  cursor: pointer;
  opacity: 0;
  z-index: 2;
}
.alternate_upload .btn-xs > input.fileinput {
  margin: -1px -5px;
}
.alternate_upload .btn-upload {
  position: relative;
  height: 22px;
}
::-webkit-file-upload-button {
  cursor: pointer;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
[dir="rtl"] ul#tabs.nav-tabs > li {
  float: right;
}
[dir="rtl"] ul#tabs.nav.nav-tabs {
  padding-right: 0;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .list_toolbar .col-sm-4,
[dir="rtl"] .list_toolbar .col-sm-8 {
  float: right;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: text-bottom;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
[dir="rtl"] .list_item > div input {
  margin-right: 0;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_modified {
  margin-right: 7px;
  margin-left: 7px;
}
[dir="rtl"] .item_modified.pull-right {
  float: left !important;
  float: left;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
[dir="rtl"] .item_buttons.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .item_buttons .kernel-name {
  margin-left: 7px;
  float: right;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
.sort_button {
  display: inline-block;
  padding-left: 7px;
}
[dir="rtl"] .sort_button.pull-right {
  float: left !important;
  float: left;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
[dir="rtl"] #button-select-all.btn {
  float: right ;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
  margin-top: 2px;
  height: 16px;
}
[dir="rtl"] #select-all.pull-left {
  float: right !important;
  float: right;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.fa-pull-left {
  margin-right: .3em;
}
.folder_icon:before.fa-pull-right {
  margin-left: .3em;
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.fa-pull-left {
  margin-right: .3em;
}
.file_icon:before.fa-pull-right {
  margin-left: .3em;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
#new-menu .dropdown-header {
  font-size: 10px;
  border-bottom: 1px solid #e5e5e5;
  padding: 0 0 3px;
  margin: -3px 20px 0;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.move-button {
  display: none;
}
.download-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
.CodeMirror-dialog {
  background-color: #fff;
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI escape sequences */
/* The color values are a mix of
   http://www.xcolors.net/dl/baskerville-ivorylight and
   http://www.xcolors.net/dl/euphrasia */
.ansi-black-fg {
  color: #3E424D;
}
.ansi-black-bg {
  background-color: #3E424D;
}
.ansi-black-intense-fg {
  color: #282C36;
}
.ansi-black-intense-bg {
  background-color: #282C36;
}
.ansi-red-fg {
  color: #E75C58;
}
.ansi-red-bg {
  background-color: #E75C58;
}
.ansi-red-intense-fg {
  color: #B22B31;
}
.ansi-red-intense-bg {
  background-color: #B22B31;
}
.ansi-green-fg {
  color: #00A250;
}
.ansi-green-bg {
  background-color: #00A250;
}
.ansi-green-intense-fg {
  color: #007427;
}
.ansi-green-intense-bg {
  background-color: #007427;
}
.ansi-yellow-fg {
  color: #DDB62B;
}
.ansi-yellow-bg {
  background-color: #DDB62B;
}
.ansi-yellow-intense-fg {
  color: #B27D12;
}
.ansi-yellow-intense-bg {
  background-color: #B27D12;
}
.ansi-blue-fg {
  color: #208FFB;
}
.ansi-blue-bg {
  background-color: #208FFB;
}
.ansi-blue-intense-fg {
  color: #0065CA;
}
.ansi-blue-intense-bg {
  background-color: #0065CA;
}
.ansi-magenta-fg {
  color: #D160C4;
}
.ansi-magenta-bg {
  background-color: #D160C4;
}
.ansi-magenta-intense-fg {
  color: #A03196;
}
.ansi-magenta-intense-bg {
  background-color: #A03196;
}
.ansi-cyan-fg {
  color: #60C6C8;
}
.ansi-cyan-bg {
  background-color: #60C6C8;
}
.ansi-cyan-intense-fg {
  color: #258F8F;
}
.ansi-cyan-intense-bg {
  background-color: #258F8F;
}
.ansi-white-fg {
  color: #C5C1B4;
}
.ansi-white-bg {
  background-color: #C5C1B4;
}
.ansi-white-intense-fg {
  color: #A1A6B2;
}
.ansi-white-intense-bg {
  background-color: #A1A6B2;
}
.ansi-default-inverse-fg {
  color: #FFFFFF;
}
.ansi-default-inverse-bg {
  background-color: #000000;
}
.ansi-bold {
  font-weight: bold;
}
.ansi-underline {
  text-decoration: underline;
}
/* The following styles are deprecated an will be removed in a future version */
.ansibold {
  font-weight: bold;
}
.ansi-inverse {
  outline: 0.5px dotted;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  position: relative;
  overflow: visible;
}
div.cell:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: transparent;
}
div.cell.jupyter-soft-selected {
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected,
div.cell.selected.jupyter-soft-selected {
  border-color: #ababab;
}
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #42A5F5;
}
@media print {
  div.cell.selected,
  div.cell.selected.jupyter-soft-selected {
    border-color: transparent;
  }
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
}
.edit_mode div.cell.selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #66BB6A;
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  /* Note that this should set vertical padding only, since CodeMirror assumes
       that horizontal padding will be set on CodeMirror pre */
  padding: 0.4em 0;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
    use .CodeMirror-lines for vertical */
  padding: 0 0.4em;
  border: 0;
  border-radius: 0;
}
.CodeMirror-cursor {
  border-left: 1.4px solid black;
}
@media screen and (min-width: 2138px) and (max-width: 4319px) {
  .CodeMirror-cursor {
    border-left: 2px solid black;
  }
}
@media screen and (min-width: 4320px) {
  .CodeMirror-cursor {
    border-left: 4px solid black;
  }
}
/*

Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
Adapted from GitHub theme

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    pre { line-height: 125%; }
td.linenos pre { color: #000000; background-color: #f0f0f0; padding-left: 5px; padding-right: 5px; }
span.linenos { color: #000000; background-color: #f0f0f0; padding-left: 5px; padding-right: 5px; }
td.linenos pre.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
.highlight .hll { background-color: #ffffcc }
.highlight { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>


<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

div#notebook {
  overflow: visible;
  border-top: none;
}@media print {
  div.cell {
    display: block;
    page-break-inside: avoid;
  } 
  div.output_wrapper { 
    display: block;
    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
  }
}
</style>

<!-- Custom stylesheet, it must be in the same directory as the html file -->
<link rel="stylesheet" href="custom.css">

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
    MathJax.Hub.Config({
        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
    <script async defer src="https://buttons.github.io/buttons.js"></script>
    <link rel="stylesheet" type="text/css" media="screen" href="/data-science/assets/css/style.css?v=9033ce03a74e40fe7a9f1cd464f761ff7c5f4711">
    <style>
        #project_star {
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            font-size: 16px;
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          <h2 id="project_tagline">Notebooks and Python about data science</h2>
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<h1 id="DCGAN-on-MNIST-Digits-dataset">DCGAN on MNIST Digits dataset<a class="anchor-link" href="#DCGAN-on-MNIST-Digits-dataset">&#182;</a></h1><p>Following the original GAN [1], Deep Convolutional Generative Adversarial Network (DCGAN) [2] is replacing some of the layers with convolutional layers.</p>
<p>The result is similar but taking advantage of the properties of the convolutional layers: less parameters to train, space invariance.</p>
<h2 id="Learning-goals">Learning goals<a class="anchor-link" href="#Learning-goals">&#182;</a></h2><ul>
<li>Starting from the GAN implementation notebook (<a href="MNIST_GAN.html">HTML</a> / <a href="MNIST_GAN.ipynb">Jupyter</a>), use convolutional layers</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">COLAB</span> <span class="o">=</span> <span class="kc">True</span>

<span class="k">if</span> <span class="n">COLAB</span><span class="p">:</span>
  <span class="kn">from</span> <span class="nn">google.colab</span> <span class="kn">import</span> <span class="n">drive</span>
  <span class="n">drive</span><span class="o">.</span><span class="n">mount</span><span class="p">(</span><span class="s1">&#39;/content/drive&#39;</span><span class="p">)</span>
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<pre>Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(&#34;/content/drive&#34;, force_remount=True).
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>pip install tensorview
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<pre>Requirement already satisfied: tensorview in /usr/local/lib/python3.6/dist-packages (0.4.1)
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Requirement already satisfied: python-dateutil&gt;=2.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib-&gt;tensorview) (2.8.1)
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Requirement already satisfied: cycler&gt;=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib-&gt;tensorview) (0.10.0)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">sys</span>
<span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">tensorflow.keras</span> <span class="kn">import</span> <span class="n">models</span><span class="p">,</span> <span class="n">layers</span><span class="p">,</span> <span class="n">losses</span><span class="p">,</span> <span class="n">optimizers</span><span class="p">,</span> <span class="n">metrics</span>
<span class="kn">import</span> <span class="nn">tensorflow_datasets</span> <span class="k">as</span> <span class="nn">tf_ds</span>
<span class="kn">import</span> <span class="nn">tensorview</span> <span class="k">as</span> <span class="nn">tv</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">from</span> <span class="nn">pathlib</span> <span class="kn">import</span> <span class="n">Path</span>
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<pre>/usr/local/lib/python3.6/dist-packages/requests/__init__.py:91: RequestsDependencyWarning: urllib3 (1.26.2) or chardet (3.0.4) doesn&#39;t match a supported version!
  RequestsDependencyWarning)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span> <span class="n">COLAB</span><span class="p">:</span>
  <span class="n">model_path</span> <span class="o">=</span> <span class="n">Path</span><span class="p">(</span><span class="s1">&#39;/content/drive/My Drive/Colab Notebooks/DsStepByStep&#39;</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
  <span class="n">model_path</span> <span class="o">=</span> <span class="n">Path</span><span class="p">(</span><span class="s1">&#39;model&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">batch_size</span> <span class="o">=</span> <span class="mi">200</span>
<span class="n">latent_dim</span> <span class="o">=</span> <span class="mi">100</span>
<span class="c1"># Padding to 32x32 for better filtering by convo</span>
<span class="n">image_width</span><span class="p">,</span> <span class="n">image_height</span><span class="p">,</span> <span class="n">image_channels</span> <span class="o">=</span> <span class="mi">32</span><span class="p">,</span> <span class="mi">32</span><span class="p">,</span> <span class="mi">1</span> 
<span class="n">mnist_dim</span> <span class="o">=</span> <span class="n">image_width</span> <span class="o">*</span> <span class="n">image_height</span> <span class="o">*</span> <span class="n">image_channels</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">disc_learning_rate</span> <span class="o">=</span> <span class="mf">2e-4</span>
<span class="n">gen_learning_rate</span>  <span class="o">=</span> <span class="mf">2e-4</span>

<span class="n">relu_alpha</span> <span class="o">=</span> <span class="mf">0.001</span>
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<h1 id="Data">Data<a class="anchor-link" href="#Data">&#182;</a></h1><p>MNIST dataset is optimized to be stored efficiently: images are closely cropped at 28x28 pixels and stored as 1 byte per pixel (uint8 format). However, to get proper performance we need to modify the input data to insert some padding around and convert the pixel format to float on 32 bits.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">normalize_img</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">label</span><span class="p">):</span>
  <span class="sd">&quot;&quot;&quot;Normalizes images: `uint8` -&gt; `float32` and pad to 32 x 32&quot;&quot;&quot;</span>
  <span class="n">image_float</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">tf</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span><span class="o">/</span> <span class="mf">128.</span> <span class="o">-</span> <span class="mf">1.</span>
  <span class="n">image_padded</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">pad</span><span class="p">(</span><span class="n">image_float</span><span class="p">,</span> <span class="p">[[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">],</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">],</span> <span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">],</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]])</span>
  <span class="k">return</span> <span class="n">image_padded</span><span class="p">,</span> <span class="n">label</span>

<span class="p">(</span><span class="n">ds_train</span><span class="p">,</span> <span class="n">ds_test</span><span class="p">)</span> <span class="o">=</span> <span class="n">tf_ds</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;mnist&#39;</span><span class="p">,</span> <span class="n">split</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;train&#39;</span><span class="p">,</span> <span class="s1">&#39;test&#39;</span><span class="p">],</span> <span class="n">batch_size</span><span class="o">=</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">as_supervised</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">ds_train</span> <span class="o">=</span> <span class="n">ds_train</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">normalize_img</span><span class="p">)</span>
<span class="c1">#ds_train.batch(batch_size)</span>
<span class="n">ds_train</span> <span class="o">=</span> <span class="n">ds_train</span><span class="o">.</span><span class="n">cache</span><span class="p">()</span>

<span class="n">ds_test</span> <span class="o">=</span> <span class="n">ds_test</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">normalize_img</span><span class="p">)</span>
<span class="c1">#ds_test = ds_test.batch(batch_size)</span>
<span class="n">ds_test</span> <span class="o">=</span> <span class="n">ds_test</span><span class="o">.</span><span class="n">cache</span><span class="p">()</span>

<span class="n">ds_train</span><span class="p">,</span> <span class="n">ds_test</span>
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<pre>(&lt;CacheDataset shapes: ((None, 32, 32, 1), (None,)), types: (tf.float32, tf.int64)&gt;,
 &lt;CacheDataset shapes: ((None, 32, 32, 1), (None,)), types: (tf.float32, tf.int64)&gt;)</pre>
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<h1 id="Models">Models<a class="anchor-link" href="#Models">&#182;</a></h1><p>GAN model is built out of a generator and a discriminator:</p>
<ul>
<li>The generator gets as input some random noise on space of 100 dimensions, and issues an image (32x32 pixel raster)</li>
<li>The discriminator is trained to distinguish generated images by the generator (i.e. <em>fakes</em>), and reference images from the MNIST</li>
</ul>
<p>The generator and discriminator architecture are more or less symmetrical. The generator is increasing the output space dimension step by step using upsampling layers after convolutional layers. The discriminator is similar to other classification networks reducing the input space dimensions down to the binary classification layer using strides on the convolutional layer. An alternative implementation of the generator is based on the transpose convolution whose stride is able to upsample.</p>
<p>The "game" is to jointly train the generator and discriminator in order to have the best generator but still being able to detect generated images.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">generator</span> <span class="o">=</span> <span class="n">models</span><span class="o">.</span><span class="n">Sequential</span><span class="p">([</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="mi">128</span> <span class="o">*</span> <span class="mi">8</span> <span class="o">*</span> <span class="mi">8</span><span class="p">,</span> <span class="n">input_dim</span><span class="o">=</span><span class="n">latent_dim</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">&#39;g_1&#39;</span><span class="p">),</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">LeakyReLU</span><span class="p">(</span><span class="n">relu_alpha</span><span class="p">),</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">Reshape</span><span class="p">((</span><span class="mi">8</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">128</span><span class="p">)),</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">BatchNormalization</span><span class="p">(),</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">UpSampling2D</span><span class="p">((</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)),</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.3</span><span class="p">),</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">),</span> <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;same&quot;</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">&#39;g_c1&#39;</span><span class="p">),</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">LeakyReLU</span><span class="p">(</span><span class="n">relu_alpha</span><span class="p">),</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">BatchNormalization</span><span class="p">(),</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">UpSampling2D</span><span class="p">((</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)),</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">),</span> <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;same&quot;</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;tanh&#39;</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">&#39;g_c2&#39;</span><span class="p">)</span>
<span class="p">],</span> <span class="n">name</span><span class="o">=</span><span class="s1">&#39;generator&#39;</span><span class="p">)</span>

<span class="n">generator</span><span class="o">.</span><span class="n">compile</span><span class="p">()</span>
<span class="n">generator</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
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<pre>Model: &#34;generator&#34;
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
g_1 (Dense)                  (None, 8192)              827392    
_________________________________________________________________
leaky_re_lu (LeakyReLU)      (None, 8192)              0         
_________________________________________________________________
reshape (Reshape)            (None, 8, 8, 128)         0         
_________________________________________________________________
batch_normalization (BatchNo (None, 8, 8, 128)         512       
_________________________________________________________________
up_sampling2d (UpSampling2D) (None, 16, 16, 128)       0         
_________________________________________________________________
dropout (Dropout)            (None, 16, 16, 128)       0         
_________________________________________________________________
g_c1 (Conv2D)                (None, 16, 16, 64)        204864    
_________________________________________________________________
leaky_re_lu_1 (LeakyReLU)    (None, 16, 16, 64)        0         
_________________________________________________________________
batch_normalization_1 (Batch (None, 16, 16, 64)        256       
_________________________________________________________________
up_sampling2d_1 (UpSampling2 (None, 32, 32, 64)        0         
_________________________________________________________________
g_c2 (Conv2D)                (None, 32, 32, 1)         1601      
=================================================================
Total params: 1,034,625
Trainable params: 1,034,241
Non-trainable params: 384
_________________________________________________________________
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">discriminator</span> <span class="o">=</span> <span class="n">models</span><span class="o">.</span><span class="n">Sequential</span><span class="p">([</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">),</span> <span class="n">strides</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;same&quot;</span><span class="p">,</span> 
                  <span class="n">name</span><span class="o">=</span><span class="s1">&#39;d_c1&#39;</span><span class="p">,</span> <span class="n">input_shape</span><span class="o">=</span><span class="p">[</span><span class="mi">32</span><span class="p">,</span> <span class="mi">32</span><span class="p">,</span> <span class="mi">1</span><span class="p">]),</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">LeakyReLU</span><span class="p">(</span><span class="n">relu_alpha</span><span class="p">),</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.3</span><span class="p">),</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">),</span> <span class="n">strides</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;same&quot;</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">&#39;d_c2&#39;</span><span class="p">),</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">LeakyReLU</span><span class="p">(</span><span class="n">relu_alpha</span><span class="p">),</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">Flatten</span><span class="p">(),</span>
    <span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">&#39;d_1&#39;</span><span class="p">)</span> <span class="c1"># activation=&#39;sigmoid&#39;,</span>
<span class="p">],</span> <span class="n">name</span><span class="o">=</span><span class="s1">&#39;discriminator&#39;</span><span class="p">)</span>

<span class="n">discriminator</span><span class="o">.</span><span class="n">compile</span><span class="p">()</span>
<span class="n">discriminator</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
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<pre>Model: &#34;discriminator&#34;
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
d_c1 (Conv2D)                (None, 16, 16, 8)         208       
_________________________________________________________________
leaky_re_lu_2 (LeakyReLU)    (None, 16, 16, 8)         0         
_________________________________________________________________
dropout_1 (Dropout)          (None, 16, 16, 8)         0         
_________________________________________________________________
d_c2 (Conv2D)                (None, 8, 8, 64)          12864     
_________________________________________________________________
leaky_re_lu_3 (LeakyReLU)    (None, 8, 8, 64)          0         
_________________________________________________________________
flatten (Flatten)            (None, 4096)              0         
_________________________________________________________________
d_1 (Dense)                  (None, 1)                 4097      
=================================================================
Total params: 17,169
Trainable params: 17,169
Non-trainable params: 0
_________________________________________________________________
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<h1 id="Training">Training<a class="anchor-link" href="#Training">&#182;</a></h1><p>Training is alternatively on the distriminator and generator.</p>
<p>The discriminator is trained on a batch made of half genuine images and half trained images.</p>
<p>The generator is trained with its output fed into the discriminator (whose wheights are frozen in this phase).</p>
<p>GAN reputation as difficult to be trained is well deserved and originates in the joint optimization which is similar to a minimax problem (min discrination error, max fidelity of the fakes). As seen below, the noise on the losses and accuracies is high. The main facilitators helping this training are:</p>
<ul>
<li>Use of leaky ReLU activations to avoid gradient vanishing</li>
<li>Small learning rate to decrease the noise and instability</li>
<li>Batch normalization layers to reduce variance at layer inputs</li>
</ul>
<p>These are actually the recommendations of the DCGAN paper.</p>

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<p>Due to the use of convolutional layers, and the small images at input, the number of trainable parameters of the discriminator is low. The number of parameters ot the generator is not that low since the dense layer is connected to all 100 inputs.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">epochs</span> <span class="o">=</span> <span class="mi">60</span>
<span class="n">batch_per_epoch</span> <span class="o">=</span> <span class="mi">60000</span><span class="o">/</span><span class="n">batch_size</span>
<span class="n">loss_object</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">losses</span><span class="o">.</span><span class="n">BinaryCrossentropy</span><span class="p">(</span><span class="n">from_logits</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">generator_loss</span><span class="p">(</span><span class="n">disc_generated_output</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">loss_object</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">ones_like</span><span class="p">(</span><span class="n">disc_generated_output</span><span class="p">),</span> <span class="n">disc_generated_output</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">discriminator_loss</span><span class="p">(</span><span class="n">disc_real_output</span><span class="p">,</span> <span class="n">disc_generated_output</span><span class="p">):</span>

    <span class="n">real_loss</span> <span class="o">=</span> <span class="n">loss_object</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">ones_like</span><span class="p">(</span><span class="n">disc_real_output</span><span class="p">),</span> <span class="n">disc_real_output</span><span class="p">)</span>
    <span class="n">generated_loss</span> <span class="o">=</span> <span class="n">loss_object</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span><span class="n">disc_generated_output</span><span class="p">),</span> <span class="n">disc_generated_output</span><span class="p">)</span>

    <span class="k">return</span> <span class="n">real_loss</span> <span class="o">+</span> <span class="n">generated_loss</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nd">@tf</span><span class="o">.</span><span class="n">function</span>
<span class="k">def</span> <span class="nf">train_step</span><span class="p">(</span><span class="n">generator</span><span class="p">,</span> <span class="n">discriminator</span><span class="p">,</span> 
               <span class="n">generator_optimizer</span><span class="p">,</span> <span class="n">discriminator_optimizer</span><span class="p">,</span> 
               <span class="n">generator_latent</span><span class="p">,</span> <span class="n">batch</span><span class="p">,</span> 
               <span class="n">epoch</span><span class="p">):</span>
    <span class="k">with</span> <span class="n">tf</span><span class="o">.</span><span class="n">GradientTape</span><span class="p">()</span> <span class="k">as</span> <span class="n">gen_tape</span><span class="p">,</span> <span class="n">tf</span><span class="o">.</span><span class="n">GradientTape</span><span class="p">()</span> <span class="k">as</span> <span class="n">disc_tape</span><span class="p">:</span>
        
        <span class="n">gen_latent</span> <span class="o">=</span> <span class="n">generator_latent</span><span class="p">()</span>
        
        <span class="n">gen_output</span> <span class="o">=</span> <span class="n">generator</span><span class="p">(</span><span class="n">gen_latent</span><span class="p">,</span> <span class="n">training</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

        <span class="n">disc_real_output</span> <span class="o">=</span> <span class="n">discriminator</span><span class="p">(</span><span class="n">batch</span><span class="p">,</span> <span class="n">training</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
        <span class="n">disc_generated_output</span> <span class="o">=</span> <span class="n">discriminator</span><span class="p">(</span><span class="n">gen_output</span><span class="p">,</span> <span class="n">training</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

        <span class="n">gen_loss</span> <span class="o">=</span> <span class="n">generator_loss</span><span class="p">(</span><span class="n">disc_generated_output</span><span class="p">)</span>
        <span class="n">disc_loss</span> <span class="o">=</span> <span class="n">discriminator_loss</span><span class="p">(</span><span class="n">disc_real_output</span><span class="p">,</span> <span class="n">disc_generated_output</span><span class="p">)</span>

        <span class="n">generator_gradients</span> <span class="o">=</span> <span class="n">gen_tape</span><span class="o">.</span><span class="n">gradient</span><span class="p">(</span><span class="n">gen_loss</span><span class="p">,</span> <span class="n">generator</span><span class="o">.</span><span class="n">trainable_variables</span><span class="p">)</span>
        <span class="n">discriminator_gradients</span> <span class="o">=</span> <span class="n">disc_tape</span><span class="o">.</span><span class="n">gradient</span><span class="p">(</span><span class="n">disc_loss</span><span class="p">,</span> <span class="n">discriminator</span><span class="o">.</span><span class="n">trainable_variables</span><span class="p">)</span>

    <span class="n">generator_optimizer</span><span class="o">.</span><span class="n">apply_gradients</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">generator_gradients</span><span class="p">,</span> <span class="n">generator</span><span class="o">.</span><span class="n">trainable_variables</span><span class="p">))</span>
    <span class="n">discriminator_optimizer</span><span class="o">.</span><span class="n">apply_gradients</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">discriminator_gradients</span><span class="p">,</span> <span class="n">discriminator</span><span class="o">.</span><span class="n">trainable_variables</span><span class="p">))</span>

    <span class="k">return</span> <span class="n">gen_loss</span><span class="p">,</span> <span class="n">disc_loss</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[14]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">generator_optimizer</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">optimizers</span><span class="o">.</span><span class="n">Adam</span><span class="p">(</span><span class="n">gen_learning_rate</span><span class="p">,</span> <span class="n">beta_1</span><span class="o">=</span><span class="mf">0.05</span><span class="p">)</span>
<span class="n">discriminator_optimizer</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">optimizers</span><span class="o">.</span><span class="n">Adam</span><span class="p">(</span><span class="n">disc_learning_rate</span><span class="p">,</span> <span class="n">beta_1</span><span class="o">=</span><span class="mf">0.05</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[15]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tv_plot</span> <span class="o">=</span> <span class="n">tv</span><span class="o">.</span><span class="n">train</span><span class="o">.</span><span class="n">PlotMetrics</span><span class="p">(</span><span class="n">wait_num</span><span class="o">=</span><span class="mi">200</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">iter_num</span><span class="o">=</span><span class="n">epochs</span> <span class="o">*</span> <span class="n">batch_per_epoch</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">generator_latent</span><span class="p">():</span>
    <span class="k">return</span> <span class="n">tf</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">((</span><span class="n">batch_size</span><span class="p">,</span> <span class="n">latent_dim</span><span class="p">),</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>

<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">epochs</span><span class="p">):</span>

    <span class="k">for</span> <span class="n">train_batch</span> <span class="ow">in</span> <span class="nb">iter</span><span class="p">(</span><span class="n">ds_train</span><span class="p">):</span>
        
        <span class="n">g_loss</span><span class="p">,</span> <span class="n">d_loss</span> <span class="o">=</span> <span class="n">train_step</span><span class="p">(</span><span class="n">generator</span><span class="p">,</span> <span class="n">discriminator</span><span class="p">,</span> 
                                    <span class="n">generator_optimizer</span><span class="p">,</span> <span class="n">discriminator_optimizer</span><span class="p">,</span> 
                                    <span class="n">generator_latent</span><span class="p">,</span> <span class="n">train_batch</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> 
                                    <span class="n">epoch</span><span class="p">)</span>
        <span class="c1"># Plot</span>
        <span class="n">tv_plot</span><span class="o">.</span><span class="n">update</span><span class="p">({</span> <span class="s1">&#39;discriminator_loss&#39;</span><span class="p">:</span> <span class="n">d_loss</span><span class="p">,</span><span class="c1"># &#39;discriminator_acc&#39;: d_acc,</span>
                        <span class="s1">&#39;generator_loss&#39;</span><span class="p">:</span> <span class="n">g_loss</span><span class="p">,</span> <span class="c1"># &#39;generator_acc&#39;: g_acc</span>
                       <span class="p">})</span>
        <span class="n">tv_plot</span><span class="o">.</span><span class="n">draw</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">gen_latent</span> <span class="o">=</span> <span class="n">generator_latent</span><span class="p">()</span>
<span class="n">gen_imgs</span> <span class="o">=</span> <span class="n">generator</span><span class="p">(</span><span class="n">gen_latent</span><span class="p">,</span> <span class="n">training</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
        
<span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="n">sharex</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">sharey</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
<span class="k">for</span> <span class="n">img</span><span class="p">,</span> <span class="n">ax</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">gen_imgs</span><span class="p">,</span> <span class="n">axes</span><span class="o">.</span><span class="n">ravel</span><span class="p">()):</span> <span class="c1"># imgs.numpy()</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">img</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">image_width</span><span class="p">,</span> <span class="n">image_height</span><span class="p">),</span> <span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;nearest&#39;</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;gray&#39;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span>
<span class="n">fig</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
</pre></div>

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vnzeF/AalP/Y4191Hj+bBb5U1vNXzOJv6cBbPPP0/lus802qW3//fcHKv8lK+Odd94ZgCWXXDK1Kd3Nueeem9qaMistlmEZhdxzfn+WEp/nYTWsJSy44IJAXlvsoST3AN///veB+hilEb3hhhuGHGE/up/aNMfSwnga+S996UtA3Wdy2WWXBeraXGnDV1111dQ2bIECy0c+8pG+Y8kSNYwv+Sjmctuc8/w1x9oH+tO8vd7YOA+tc6WxEMPcm11jX0rngeal5jFUa6tHV82h50v6hz/8IbVdfvnlABx88MEAXHXVVdlxj9eaBu1++MKbw81xld5LVuur4x955JGpTddH93wuZesg5N6b2mTddb3IFVIp9Xn2/j+ec6ILn/3sZwHYbLPNUtuXv/xloIq/aaPreYXmOAiCIAiCIAh6xMtxEARBEARBEPTI2vJzddWtijqXLq2rc/evfvWr9LfM+TbFitwuJk6cCNTNNarf7pnwvTRcMptat4EJEyYA8Nhjj6W2XLopL/XXILSZUbxAqlGYanXuqggEVdW1mWaaCahX5pJZUIF5UF3jT3/606nt9NNP7zTW0qCLrjLWb0uDxdqC9Mabww47bMxtNuBR49x3330BuPXWW9O2LbfcEqhfj+eee67o+MOY0dquTc60qvvOziu5Nl177bWp7eGHH+7ra4011ug81hL+8pe/AFWaPGuW9hhF8LFH6ZwvSf+kc4IqeEuuUpYpOfdl/rYuB6eddhoATzzxRGrTfGhzCeg69txzzpJzDdQ2L5XXOuusk9qUws26Cmq9ted/xx13AHDhhRcC9QBxL52qN6fWXHNNoEpV9q53vSt7TqXzd5DnXDMt5lh0DcjLsemmm6a/v/Od7wB198WHHnpozGPmxjMM4yXjUvnmGLXrl9Z0uRVJ3gD33Xdf3zE/8IEPAFXlQoANNthgzDHuuOOOQBWADmVp/5r9jEVojoMgCIIgCIKgR5HmuO1L3UvO3nQ8t33k3u5tsnMvKfmDDz4IwMsvv5wbepbmmOxXub42TzzxxNSm8/K0ArZtEG2LznGQYJucjHPYMUvrdvzxx6c2aW0ef/xxoNJEAuyxxx5jjne22WYb85ilASBt+3X9uh2vQgej7M8GIknbY3nmmWcAWH/99YuO//Of/xzIp9azDKN1s79pk4nmh9VeiqOPPhqAgw46KLUpYMwLrJHmASrLhg3c23rrrQE46qijAPjJT36Stn3+858H6vfS9NNP3zcmHVcBH6VpBoexkuT2b/udF7QrtK7KGgRVEOThhx+e2lZZZRUAzjzzzNQmOVh56Vi69m2WGY1JGlGoNElKmWeDSjfffHOgHpiaW/PbtKg5POti7hilwXpaZ2XRhMqCY4MgNVdvv/32vt/OMcccAGy//fZ9+1tNcG4tVRC7t20QTeMga1/pHNa97AWei9I1yr5LeIH773//+4v66cIggd8eowz4bbvGuYDHkoBTgPnnnx+Ar33ta6lt991379tPKD2uXTdK0ubZsepYNn3hvffe23fMQa1goTkOgiAIgiAIgh7xchwEQRAEQRAEPQZ2q7DkzKqlZhuv/rv6tSZhL59fVzTOF154oa9PBThZE17u/IfNfavzLZVxKTmzmTU3Se7/8z//k9qabi+HHnpo+vvYY48F6lUIPUpyrpYyTEBeLlDh9a76o2CDX/ziF6lN18aOTbmJS8crk6TcMSBv9h52Dntmdw/PnULIzGyrMWrM1u3p/vvvB+oV72R6t7m35SakPr773e+mbaoqqEClNmzO81EwaIW8QYJ2hYK+LHLnsYGbDzzwAFC/z/S3DUxu5lG35+Tdo3LDWHHFFVPb8ssvD/hrlVyD7BzOnf8wFdxKr0fJ/ef1JVdAqCox2meODTgVK6+8MlC5Wth7dLHFFhvzWBbJ0AvybatdMGp0TdqeY5rDw7xLyH1LQXjgV9Z88skni/obFG9ej9czp/R5O8rjr7DCCulvzWHPnUHvCjYg7zOf+QxQDxS/+eabAZhrrrn6+jjrrLOAepClnidypYC8i1TkOQ6CIAiCIAiCAclqjj2NcGkd8K5BYtKOyFEb4NJLLwVgk0026RvTKNDYPI3LlEpl5H1dlgZCNgPy7FebviStk7v2s6nZpJkp1fDqy/v5559PbbPMMgtQd8Y/55xzAHj00UfH7GtKVOIpDRbLHb/rXC5F1ays1l5f41tttVVq+9nPfjZmH21pFsV4aoWk9W2r8qiKl54GeaGFFgLqFgmlU7TzVfL53ve+l9p++MMfAvDII4+ktqam3Ka6K017JK3GU089NeY+wwSClaLxts2/nHbOmyeqOnX++eenNsntK1/5Smo74IADgCq4Ear5qXSYd999d9q23nrrAfVAU4/mNbJrkCqZDbIOD3odugYule5j56X+tulJFYi4+OKLpzalNJUWrVQbfvXVV6e/t9hii07jzJ3fsGu1nhtt56E1JBd47lm65p133tSmQHKLfmNTA44Hw8hpmN+WVt7z+h80oF8Bd+BbD6Up9lIIesiSZy0dms+//vWvgXqKXRuULUrfT0sIzXEQBEEQBEEQ9IiX4yAIgiAIgiDoUeRWYemqgi/dT1WEFLgBcMEFF4w5jlFizcE2/2QTT1Xv5T7ugswRpYGGOXOBFxSjPJlQmUCtacmaQ0v46le/ClS5kAG22WYboJ5DVWbynFtFKcPk4X2jVA7ykCnwxRdf7DvWT3/609SWc3kpdaEocRsZFJmF7Rz21gm54nhjVqCdRfupKibAL3/5SwBWXXXV1HbnnXcCcOqpp6Y2ufjIjK1cugA77bQTAMsss0xqUxUnuQgBbLbZZkAl/7bAGs21UVfV6hoYnevDcs899wD18Sr42QaJXnTRRUA9MFHzc+aZZwbqbgLKn2xz8yoPao6llloq/W37a57DqN2GchXnvGPl1mBvf+sqqHvFPjcUXHrIIYektq7uFELVHD2GkdGwa4QXEJyrgZC7xnYsyk9u86NrDl988cWpTbm87Tj03M9V7uyK7b/rOjCKZ9QwOahz6D6HKmh31llnTW1yTbW5uuW2VYqeH9Y16Pe//z1Q3aNytwL44Ac/CPh58D26vquF5jgIgiAIgiAIemQ1x54TvRfglNNY5N7Qrcb23HPPBepfXvriHiYVin6b+3K1gSOllfe8L7Xx+mqz5AKw7BeUztcGP0nzoxR2pVj5H3HEEQBceOGFqU2aTzu2pibQu4alATCjSIUzyO+6aqpKqwnpa1jVCb1rats8DURzXtv9dd+23aOjCiDrKh9vm87RCyD9zW9+07f/Lbfc0tevJ0elvZo4cWJqU0oya+nwUCBgqdZ91Na0Jl21iFBZi7xz2HvvvYF64Jaug51zVvMpZGHzNLzS/GitaENV82yAzZSsLiY8zZK3vne95jaNntZgmwbr9NNPB2DuueceZNhApXX3rlUpr3dqSzsGz1roXRPdy1/+8pdT2xe/+MWRjSf33gD9Fl/PAjyewdAiF4xbGsib03TbNJleJVytAyuttFL7YMdgww03BKr7Aap0jzovWfOgsgbeeOONqc0Gv4o2689YhOY4CIIgCIIgCHrEy3EQBEEQBEEQ9MgnJu0xiDmvBOU9Bd+FQwEz5513XmqT6j9XDcqaQmSqspWWlMNzv/32A6ogCahy7Vn3ipIggUEZJtiwaYKybirq15pKbOBXF6wLhVxQbLUsmcIV9AAwadKk1n5LzaPDVHDTb3MV4tooDc5p7g/VNVFVNqgCCbx+JVcvsMD2K5l7OXDHKy/zWHiuVqX3Sm7+yyXAo2t+YTseW3Ezt58NDCk5Tmme2EEruA2yVuRyT8uMefTRR6e2bbfdtvMxmlx33XVF+2mOr7nmmkD7nMmZjofJN+3dL13X+pzLhVe9zz77bNB0CerPBpx1Daye0pSuRTkZe3NZ7w3TTTddarPPpkFZcMEFgfp1khnf5qWXy5fWlEHcB5v7Q/c1wntHGVTm9lmpBAknnHBCto/Sez537DPOOAOo57VXUJ/mtw2sVrVNG8jruVWIrvINzXEQBEEQBEEQ9CjSHA9CSYobG8xxySWXAFV1JYDNN98cqOpwQ6UJVtWVa665Jm3zUkUtsMACQD3Vy1577QVUqUjs/ko5pDRHY429ZNso8Y6jL2l9PdtUS542WdpG+2W4+uqrA7Doooumtm9/+9tA9QVn0+uJCRMmpL/f9773AfUv6qZ2Z1RBNF21Qp62YdCgzrZAnFxqIluFLJeC78knnwTqX7b6256L5qmqQVl5T+nAmtKAXE+T0vyCn2aaadLfCqyxmjfNXduvtBpKKWh/I2uJ3d8LKBFWq9wMzm27/uOVcrK0yqNHM8hG8wvgRz/6EQD77LNPalNAjU2VJ+z8a2qq5pxzzs5j89aVHLnzt7LvaiUq1fCVaJO9OeKNzQbOaZ7NOOOMff1rbbeVI6UZVeXCNrz1y0tfV/qcG8SS3FWL6q0RP//5z4F6UJb6nW+++VKbfXYLyd1eC8n7xz/+MVCl1IMqWNfOUS8tqK7PSSedBNSviYLhh7F8llJqQczNBe//su7YirjCro/2Ha1tjFCt8x/96EdTm2cpVNVIvbvY4DuNzVY/LX0ul1yH0BwHQRAEQRAEQY+s5ngUvou5ggRWS7PlllsCcOKJJ6a2hx9+GKj7EEmbtPTSSwNVsnSoNMHe156KAtj9vDHKv/n//J//k9qUeqstqfeoUrmV+rvpa9gbl7RjNj2Q/LSlLQbYdddda/tDlVjdS52jcVgft2effbY2nrHGNCheKsFSuqbXsnJuahva+vKSyutr2NNgq99rr702tanIivdlb2UqrUTuq3hKaZA9rUVuv9xvrfXjuOOOA+B3v/tdajvqqKOAepGUM888E6hrO1UQRP3LGgJ5zeLJJ5+cPYccpan8Bk3fOMj11Fqo+aLCM1DXGItVVlkFqBdDUiEf+WFCNcfuvfdeoO73l+PBBx8sHXrtOG0MI1/dm6O4X9osClpbP/nJT6Y27/rq2bjvvvsCvubYasxy5OZPqTZt2HSauRSkHnabtOxewSxts+lYFUtkrRnf+MY3gLq2U37KufWg7Xmj3+r94oorrkjbfvWrX/WdS45hZFxaBKSkX/usUlEkm3pQaC5D5QVgf6trrj422GCDtE2FglZeeeXsGI8//ngAnnrqKaB617D9l6bf7Srf0BwHQRAEQRAEQY94OQ6CIAiCIAiCHkUBeTnXiJLtTWSKsOYMmUq23nrrvv2llocqcE/p12TWg8o14/LLL09tqgluU4spXZsCzqy5evfddwfghhtuSG05F4FhHew9c75nFvdMYzIbPf3000DdNUJyeeihh1LbnXfeCcDHPvax1CY55oIsvHOUmQpg/fXXByozOFQmJZlbhkmv09WR3uIFUXjy9SrNNd1LbKUr7WfnsILk5A4E8PWvfx2om+f+8Ic/AFUQgzUV6Rra9IIyG1lzotpK3VcGqZw0CtpMWc3xe8GMt912W2pTSjwbvCTTqledSXK0bgKnnHJK334yY++www5jnYrLeFfFg/Jr7M3r5557DqhSUll3FJn2beokYV3TFPzsIfe2UkrdL8QgqanGyyTdtSqmh55Hm266aWpTcNJjjz2W2jSnNX+tWVtBleecc05qy6UnLHVFy53LKKqUjtWntw5bbNXMJnKnsOe422679bXpWF7Qo7D3mdZam+bwoosuAuqVHJU6TOPYbrvt0rZf//rXff3mGOY5V/qO4j3nm6kirQuaUju2pajzAh61Xc9++w4wzzzz9PUh7DuLEi5ov2FcLLsSmuMgCIIgCIIg6JHVHOcc1UsDgLwvAzltK10KwAsvvAD4X0DaBtXXh7Qd22+/fdqmL47rr78+tb3nPe8B6rXX9eWn87Maua5fxfbrZZAUN7nE9hZPuyGNumRig4mk9VxiiSVSm+qj2+uqID37da5jSBvhJQW357rwwgsDcOyxx6Y2+zfUA0qkOV1kkUVS29prrw1UqclGTal8c3Pe+1K2clCbDQ5RQI3lC1/4AlBpor1542mCPA2LF+ine8PT1rdpMQaxhOg3owzCbKPUEiFtvg309ZAm442Il37Jo2TtknXN/r388sunNmkjJTd73JwGrw1ZOrziNqNg2FRjMJpUbm0su+yyQD1loRG7lHoAACAASURBVKwa3/nOd1Kb1sZbbrkFqAeb5orujFeqsFE95+wakSu+0tVKYNdLHeO0005LbQrCt0U9FHyvbfYcdX1++ctfpjYFodv91lhjDaAqLKa0cPb8PKulJ4dhaKZ1HQtPrro2+nfixIlpm7Tl1lKstdcWr1ExFIss9OrPrrG5QPK99957zHF7KUvbrMKia7rH0BwHQRAEQRAEQY94OQ6CIAiCIAiCHkUBeW3mJE+V3TRj2/1lUlCwiLe/xavYov4+//nPp22qQmZNVjKnPvDAA339jbdDdwm5HJRWZl6OR52TTATLLLNMXx/W7O6ZJvQbaxZRUNiRRx4J1M2ucs3Qv/YcctgAM5vvUCgQ01YybI4bRmOC8mStnJc2YEO5YVWlx/7u9ttvB+rmmQ033BCoV2jSXLTjPvzww4Eqv/Fdd92VtqnKoHd/2WMpf7JMV2uttVbaJpeaY445JrXJrcUzSw0r39IKeaV5VEsoNbted911gO9+YvNjWtetscbm5dIdJEisq1la8m373aD5rTWXoapYZQOSvcpVOTxzp47hBZoKe37NCnzN/kbJKKpq5VxfbB9XXnklUJe5gqdtxVgF5H3uc58DKncMqCpBtrmo5MY7aJXQQSmtMuq5jCjgXDUNVI0Oqpz9NsCxmYPb9pcL6LLrq6rlae2HyiVD1xDgpptuAqrAa6+yqTeHRu3e5t0vHp4bZ/O9QJUIoXoeee6Oqj4KdTk1j6VnoA1W/Na3vgXUz1NusdaVRXgVfz0Z5uTblkSib/ytewRBEARBEATB/ydkNcc57Uhpih3P8VlfgE888URRHxZ9OUibYQO99LVtHcqVmqnNUX0UDJLipvQL0dMS6Jx03p/61KfStquuugqoy99La6avxEUXXbSvf33djRdWXjY4r8kw1a9KkRZLGmSoAmQUbCE52/3suFX1xwaCKNjGXgcFjyitkw0u0zVt01ipXwWXKr2T7aOtclCpNqeNYaoWjnc1v2Y1TKg0Ht62rpQGg1gGPdfx6tdeP1k9bDU8pXK78MIL+36jOWyR1samgzvggAP62prYe6S0KqXHoKncRhGQ16b9VqWv97///alN2nRbLUwBUJKX1dz99re/Bbrfd6PSvA9ice2a7tViq7x2OVZbUFZum9Jr2iAyWVmt5rhphfYstd7YRhFc6+1v51/Oop/r31qFlXrxsssu6zQeeyzJRMGLFqvhVXXY8Qrsznk2eITmOAiCIAiCIAh6xMtxEARBEARBEPTIulV4uQmFFyzmmf4V3PWRj3wktckx2wYM/eQnPykasNwpTj/9dADe9773pW0nnHACAD/4wQ9Sm/L4jjV2aA+0aVaQ8foYq60NL9eyZw5R7lqbz7GZC9fmd5bZ3wbpqWKPzWG63HLLdR7zWFj5rLLKKkAVbGarcMkUa81ljz766Jj9DmNyz81N7xhWpjY3dnMcOlfrGqSckPY6qOqVAmugCqSUOVWBf/b4befcdJnwXChKK3oNmyM2l2PTjkEmYntPjtKdwo7dBos0mTBhAlB+P5cG35WeS9d1wqs+ldtvFGbJ559/Pv2t+fzOd74ztelvBVXb3KRaU+w9r/vPXpemvKaE65uH5q+VWy4frBfMJEpz5tuKjepXOY1tm/qw1Ufl3uXlPffcfLx509WdadjASC+g3Du2ng02OLHEbdPOzT333BOoAp6hel/w8sdL1h/60IdSm1zq7H2gyqd2Xmsta+YKBt9FzjunUbxLeM8577jee4TGqWPaoHjl1/7FL36R2my14RLk4mmDSjU2BfxB3V1FNJ9HgwSU5/Ih5wjNcRAEQRAEQRD0yGqO9UXRFhClrxVvm7Ri9mtLwV/f/OY3U5s0bN7Xg1JfAay33npApf3UVwnAYYcdBuS1Rt44S4MLxwPv68f70pe2oFSzp2titRHvfve7gboWQl/eVpOhYBwF5K222mpp21FHHdW3v/rwvsqF3V9aAX2JQ3naoa6aza7X0wZUNMdkUwQqmMsGKSmgZrHFFkttmv82cFQo6MOzboyCUu2E3TZIsI00bm2BfSVWnEHuP2lNXnnllb429acqjuBX1xtFkFwuLeMwx9I67KWjs5Reh0Gx6+ptt90GVNUg7Vqu9X2BBRZIbQrCVprBZn9QP7+cFaLtnAZNg9VGTgMrSuVtg54uv/xyoB7cKFlorfze976XPXZOi1YacNi10m0XdO+3PWuVUrH0eLp2NlXr8ccfD1SWZID55psPqN4RoFrDtV6fddZZaZuuhU0rdvbZZwO+FdKTf9d0j8OQG5NF7xE5Devuu++e2q655hqgXiFP1W9lHYbqPcw+5/fbbz+grjEWqg774Q9/OLXp/sqtX6N6Vyv5bWiOgyAIgiAIgqBHVhWhr1fPt6nNP0tt+qKxqUCkFZhzzjlTm9LTrLjiiqntZz/7GVD3m9Vvb731VqDuFyqNUFf/KO9rpM0PaFRpsCRjq1XL+WZKI2bbSoswyD9wiy226DRGXZuxGKWvYKl2oxTJ18rI8x0U8rGCao576QgPPvhgAJZeeum+fm2bxjvTTDOlNvlXD+MfldPydO3DUlJzvonns5nzMfSOkdOy2PRfnv/tKaecUhuH3a5Ujo888khfv6X3s3ef5WQ8iNxz6Pzt8XN+3la+OlbO/3EQNBbNdeub+cwzzwD1dVuFhD7xiU+kNvk23n///UB9/pT490J5aqwcsmpaWeb8tz3rVU6u3thsWivF5Xj7/elPfwLqVrncOXtWoJxWs3R+jiouwVsjPD9Zey83Y5/a1ggVclpiiSVS20orrQTAzjvvnNoUlyNtqqwg9hiHHnpoapOlM/d+0eZTXbpudMVbF3PvavZYkpfen6xFR6kHrQX6Rz/6EVBPR6g+vLXHQ94Adt0oodRqNAqf7tAcB0EQBEEQBEGPeDkOgiAIgiAIgh75CI8ebaatEod/m/Jqgw02AOCKK65IbVLH/+pXv0ptSs9izS6q6HbyyScDlQmvOc7ceJvjHMSFwut/EHNTV6d9ayIZJHjqfyNdK9tYStPwCVtpTmY2/VZp6aBKQ/f000+nNplnrenuz3/+M1CvcNU01bal+im5v0rnsLd92HnkVV0qDe5pphHysPeVjrXOOuuktk022aTWF8C8884LVK5EpeTuw7bA5NL7v6trQ7MKV9uxrCzbUhh2wbtGChiT+RWqFIWnnnpqavv85z8PVNcFqoBUL5CwNIB0FEFPOv4g7mEl947n6uBVA7TXVCZupchrWyO8YzW3t1VzLDXrDyLrnGuHR9c5bN1O/vjHPwKVuxXA+uuvD1RpHO3xtUbYCqhK/XbnnXemttJ7LrctF7Q7TLq8rmu57b8ZLG7vA8lGFS7BD7Arwa7Fd9xxB1BP1GCD+bxxNv/vPRdLg6JLCM1xEARBEARBEPTIao71Re3V67aozdPwyFHefpUpObdNESaNsA2cUWGDbbbZJrXdcMMNtWN5QRylTtte0If3BealGOmaRH0s9FXsadM8vLF6X7Se3McrpUyJxqw0vVXbF3NX7byXXi6XuskGHjS/whXUAVXAiC2+ofQ/SlMDVVClDaQUuevn4ckmF7jUNodLj9GG13cu7ZV3H+WK4dhrKLl7GgSrYfK0EM1+S9s8GXttOS24F9Rcin7rFRjwyKVEs+PIBfV5eNf03nvv7evXS5Wn9JFnnHFGapPGKqf9LUmfNizec65rgJ03H3JBfd/97nfT3+effz5QFWmCKg2ZNJdtFsqcJaMkeNeOczwspJ72t1TLKTnquG1py3Qeu+66a2rbbbfdan0BzD777EC1htt+9XebxbFZfKXtXaI0ReGg6QhL53CuWIlNi6dnni2yomQI3jPN9isNvqwfEydOTNu0Rtj0m54cdAz168nP3l9thahybU1CcxwEQRAEQRAEPeLlOAiCIAiCIAh6ZN0qpN62amuvNrcXkCNyJrubbrop/a2KQV3zBLYFa3nq81y+xNzvPFNuW1WnNrxgG1Vis6bhnIw9Squujco9pEmJGb9UxtYUVlrNqkmpOTln6rMuFB654K/cuNuC73JzPWcKHWQODyrf5viUQ9QGe0je3jFywRW2TXPB5k2fZ555gHrezRLTb9c8sR6eK5llFHPYW4dza0SuUqVlmGvdHFsbGpsqoNk2j9I88p58u67DnltH1+dcziXEOwd77nIlXGuttfr6KD0XT17N43tm+zYz/Hg+5xTwbF3/tH2UgaRQnYcd+6RJk4buN+dKVZq/eJTPOStfL49087nhjdNzA5H7FNQrxQ5KaWBi0+3Uc+8pla+d6yXyDc1xEARBEARBEPTIao715WHf1vUlndP+WEqrt+U0nYMEAJSQG5v9isulofGqKnXBc2rXl7Q3vlxbSdq6JqPQGJde4yaexrLN+uDJK4d3TUZZ0a+UrunS2lIeNdu8fdrmsBh2DntaAGk0SytpeuuJN681Vk9je+mll6Y2BaSWaii8tpI0YTYVUW5/e3523pegc7DXpusa4TFeAbo5uo6t1Kph53BX+Uqu3vOoND1oaZuH9rNa9eYzr02D7m3LzUe12fXUW4O9YNeua7D9jZVnbg633UOvJ12vta3el3vODbNGNAObwQ8qFK93Gtiu90ZOXm1zuLkNyuQbmuMgCIIgCIIg6BEvx0EQBEEQBEHQI6tb9py3pY4eJgBClKrWS6tnefvncjaW5n/08OQwiJlSsvPMgm3BPqW5a5uU5rotNd+15cUcCy83rxeQZU0gXWXsBYF5ZtRRmplKg+OaOTLtONrMqKU5dXPj8Mz1w+Q59oJB7Bz2cno3Awq7BnhZ7DWW+1dpUIzoOra26qGjWCc8+XZdIwY99qgYxRrh4cm3q/k995xrC1grmSOlMveqnzZz/NpjeeSqT5a6EVl0/K5m/iY6N+ueoT7bci2/HnM4F8TYVqWtua0t4Nqbw12fR5Kbl2fbWyNeb/l6lASVWrzg1twc7roGh+Y4CIIgCIIgCHpkPweVasVqNVV1xr7Jy+HcfhXqLT2XXq3tSza3X04711bVppnaoy09iBcs6H2VDaJBtwE9YqeddgLqX+uDyrhNFjlyX8Vdf5vTnIKffsqrhtZVKyT52t+pWpKVr+a6vdZe1asmpRr0XIq6Ni2Bl4pGv/HmsCfzXMq3YVMISY72PLbbbjugHizhpdBrysAbnzeHvXu2TUPT7K9roK+nRWyrCiiGkbHS4tm5qTXC9qs1omvV0LZ1ODfHRmFdyvVvZZ5bh0sD1jy0RnjytWuE5vIw8zdXbdGbv6VVXz1K5OsFcOUqWNr9uqD0X7YfrcP2eFqH7fMgJwPvOdfcZvHmtVddLrd/7tp5srNtnuzUR9dUY5Zpp522r/9ddtkFKH+P6Gr1aJNNU/6lFlJPhrk127OWWDwLackcDs1xEARBEARBEPSIl+MgCIIgCIIg6JF1q1B1K6uO9szUUmV7psOcqcJTqbeZLnOmbk/1nlPVe9s8c4ZMEW1mhEFyxKrqmh3z9NNPD9RV/zL5WTO1tucCzEqrpHnbc+4UbSbWprnJO441Y2pelZrQS1G+3Tb5Kueml1e1NFdubmxtZmqRC/rI9dFWhSt3H9rrMEjgjWRsfysznzVzlawTbe4hom0eNLfbfj03kBLa8rHmrt0weWK1Rli5Sb72+M31APrdadrcQDy3slwgYm4ut+XZLsnla+Vm88U29/OCQUt56aWX+n4n+dp+S+TrycF7HrUFSZW4a1hyx809F9vuff122DXilVdeAernIVcLe421lni5a0Wb7AZ1bxvk2pW4b3lrT5vLUdfnnOTrrRF2DfbeI3IuHF0DE3Oy8eTQ5gKWW2e8NcWrzSG65vMPzXEQBEEQBEEQ9Jjq9UrbEQRBEARBEARvNEJzHARBEARBEAQ94uU4CIIgCIIgCHrEy3EQBEEQBEEQ9IiX4yAIgiAIgiDoES/HQRAEQRAEQdAjXo6DIAiCIAiCoEe8HAdBEARBEARBj3g5DoIgCIIgCIIe8XIcBEEQBEEQBD3i5TgIgiAIgiAIerwlt3HrrbeeDDDttNOmtq9+9asAXHHFFaltww03BODaa69NbfY3AHfffXf6e8kllwTguuuuS23zzTcfAC+++GJqm3/++QG4/fbbU9tSSy0FwPXXX1/7P8CVV14JwOqrr57arrnmGgBWWGGF1DZx4kQAFlhgAQCeeOKJvnG89tprqe0tb3lL3zn961//AuCtb31rX9uBBx44FYVstdVWkwFWW2211LbFFlsAcMstt6S2ZZZZBoCXXnoptV199dXY33784x9P2/bcc08A9t9//9S22WabAZWcAFZeeWUAnn766dQmGfztb38DYNZZZ03bZp55ZgD+/ve/p7app54agH//+9+pTdvf/va3A/DPf/4zbXvzm98MwD/+8Q+aqC/7m2mmmSa1Scb77LNPkYx32GGHyXYcAB/+8IeB+nWfaqqp+s7hkUceAao5dvHFF6dtkvmFF16Y2lZccUUAHnvssdQ2++yz187FjkXnarfNNNNMQF2+KvFuZaP5KVnqX7v/f//7X5pYWaoPzW+o5LD77rsXz+EttthiMlTXBuDHP/4xAOeff35q23TTTQG48847U9sss8xSG/8f/vCHtE3rxBlnnJHa1lxzTQBuvPHG1PaBD3wAgO9///up7dOf/jQAhx12GABf+9rX0rbvfe97AHz+859PbTqG1jKo7hNd6wcffDBtW3jhhYHqHoHqPpluuulSm2Ty8ssvpzZdx/33379IxjvttNNkgOeeey61rbfeekB9Tmrs9v7eZpttgEpeH/rQh9I2rR92bbz55psBWHTRRfvOwV7LtddeG4AjjjgCgPXXXz9tU9vWW2+d2k499VQANt9889R22WWXAdU1ve+++9K25ZZbDoBJkyalNs0VO880X63Mde8ceuihRfL91Kc+NRlg+umnT23HHnssAFdddVVq03PlpptuSm0zzDADUN1Xds3W88vKbdlllwWqtQXgve99L1Cf5+uuuy4Ap59+OgDrrLNO2vbzn/8cgC233DK1nXfeeUC1tgHcdtttQHUfPfnkk2nbhAkTAHjhhRdSW3NdAnjTm/6f/szKXG1dnnOHHHLIZKivrxqPfb7ofrLXc8455wSq+b/44ounbU899RQAc801V2rTO4SeY1DJ2651Gst//vMfoFp7AR566CGguoYA9957LwDveMc7UtvDDz9c288+n2eccUYAXnnlldSmdwgrYx3fykbbd9tttyIZH3TQQX3yffzxxwFYaKGF+s7Lyqb5LuM9b3WfQXX97XPrbW97GwCvvvpqalN/Ohc7h7TN68Oi/XRe9vyEbdM47XX2zkHPxoMOOmhM+YbmOAiCIAiCIAh6TCUtk8cNN9wwGSptAlRfZQsuuGBqO+WUU4D6l6y0AiuttBJQ/6LW17O+bKDSzkmbAZUmziJt46OPPgrA3HPPnbbpi+evf/1rapOm8/nnn09t+nrTV6r2gerLz35l6MvDftnYLx4hzUbp115vXH0y1te8Pf/ll18egHPPPTe1ScarrroqAMcdd1zattZaa/Wdh76W7NedvurmmGMOO6baGK0GUr/1NJBWPjnNsb4G7dzTMfRVardbDbOu90477VQk47PPPnsy1LUmmsPS/kGljdlggw1SmzRZTc2FPS+rbdI4rbx0Pt518DTukpO1Umg+W22DZKMvZKud0Ni8r2xvbNJcAMw777wAbL/99sVz+LXXXpsMcPbZZ6c23TNWk7X00ksDdW27NIrSPB544IFp2xe/+EWgbjmSdtRand75zncCdeuUrELPPPMMUF1DqLT51loiLY/2h+qe0Dpl1wldEzvnvXtDcrBak9lmmw2AXXfdtUjGZ5555mSAe+65p+/41mKguWi1QhdccAEA73nPewD4y1/+0nd+dm2WRvr4449PbRtttBFQaUmhmn/STlrtlNYtez30vLBrvtZLaYd1zaC6Nna+6px1raCa91YOunf22muvIvk+/vjjk6H+7NG9bi160nqffPLJqU2Wuc997nMA/O53v0vbVlllFaCyXkJl0bDaZGnuJQ97fF3zd73rXWmbtL4PPPBAatM1lyYVqvta67N9Vj777LNAfU3Rmu1ZoawlVVraXXbZpXiN2H///SdDfS3X8ez6s8giiwD1e1NrnMZinxt6lliNrTTA1gqtOaPzhmqt0/PWrrk6pr1vrTWveSzd+1ae9rdC67u3n5WDrtWOO+5YJOPDDz98MtSfA7qOdtxa+6wlS88JPaPsmqYx2esmmXuWSbufztGzPki+VsOr+9taDXStNTavf+89ws5hHd/OYa19uTU4NMdBEARBEARB0CNejoMgCIIgCIKgR9atYpdddukLZlIwizVZeOr1NwrWnN1sa6rsx2rT3/Y81bbXXnulNpkb9ttvv2Jz02abbTYZKnMHwEknnVQby+uFdXEQnjw9miaw3HWwf1vTkrAy1lwsDcj7+te/PhkqExrAQQcd1Hes8ZZ1yTwcBq8P75h2P23fe++9U5vMXKXBYgDbbrtt38G1TryR14Y2NP91Dm1zP3c999133/S3tueCQSx77bXXZKgHDMmc7wW1/m9Bpk/Ppcozj3prhNoUgGx/c8ABBxTJd911150MlbsfwNFHH913rDcygz7nvDXeu2f322+/vn67rBFHHHFE302hdcfK2LvXvOfvGwXJz7vnu75L7LPPPn39ls5hydeOQ89Ne6zcc6L0WS3G63p0fcfw5nDpcy73rhaa4yAIgiAIgiDokU3lpuCkX/ziF6lNTtPe27pNayYn71Fr5PQVoH/tOPQ14H3t2/2ajvJtWrfcOdh+PZm0cfjhhwP1L/NSjXZzmxcw6H21WqRl8WTmBc552jHva1j95b4C22TspWXpOp8UEGYDuDQ3rVZK47XXsKmp8oIFPbw+LJ6mrNlvThNRSun88bRzXdAX+U477ZTa3ohaHtFcQ8DXADVlMcw6YfFSFuVQoJpSSUF1f7dpW18PzafGZMehIEUvJZi0357svUBWD7tGdF2HjzzySKAehPhG0xhbOWj+WHno/L3nnM7Fk683f8Y6bq6tDQXE2WBvrcPeM9TOnRzeetl1fN7a2KaN7MIgMrTzuQQvlVruGZx7Lyh9bni0WSu7/ja3BufmsNdX23O5b//WPYIgCIIgCILg/xPi5TgIgiAIgiAIemR198pTaXPgKhegl/PPM5mN2q2iaUaxpiAvr6tH02Tnme7azNqlZqk2brjhBqAuY5lI7PnkzO3Cy71s9/d+65khtJ8nT22zZq9mnkRvf8/lxgtKsKjNHqurjJXXUrlloTwPcIlZ3TN/tbkpNN017D6eCTR3jbyghJx51JvDXl7TLshlxVZVG2Ww4ajx7qWSgEbPXaHN5UjXxV6friZ75S61eXC9NcLr//W4Dpp/dh56OV+b2DVC5+DNZU++pe4XHrfeeitQz4Wt+7r0mTIKcu4FVn6ey5zw1pLcHPDynnttw7rqKJewPQ/PdcJbE3NuMl3d9nL3gd3mnWPJveS53rW5fOg39lnSVcZ6H7MBut77TW5MufMaxk3Om1feMXMBjM2+bH9tLp6aZ13f1UJzHARBEARBEAQ9sppjaSxsZShbgSWHNKG20o3wviSmJCVfkaV9DBKcYNEXn63X7mmAPcZLu9E8J+865bTKXpunOWoLZvKsA13lLVlaLYVn9fCQds4LGCpJ4TPW9pxGunRONvdr07Dl2tpS/bQh7fyss87auZ83ioa5RKPkXae24C9vnRh03bOapVwKN3ssVZvSuu1p5Eq1VPZcF1tsMQD22GMPALbeeuu0bdD1yFsjSoNbB7mHhGddKj0HWaFK1xQPnZettql1S202kE0ysZUYde/ZCohNDb4379qscrnfdkHHsXPYs4gNkz40xyjWGVVky13rtqDG3Jo8ivcRL9i3rd+S45YGPNr9dM01T63c1Id3z3tW09yx2tbgnDdAjtAcB0EQBEEQBEGPeDkOgiAIgiAIgh5ZtwrlzGurwuSZ9z13CvFGyYHqOax7SG3vmdrsb0uCTpo89thjQN1sVkqJ6c8GuXi5EIUNCGyaCq2bx9/+9jfAv4Y584ZnvvNMMG3n1NVk+/LLLwPw2muvZfdToKmVTW7e5wIT2wJTcya+XIDRMGY33aNt7i2DBNs888wzgD+v2hilO8UgOYdzfZT077natK1vXdc/zeG29UX3ut2vOe/teLUeTJgwIbXpnt90001T21NPPQXAN7/5zdRmfwPw2c9+tu8YVl6PPPIIAEsttVRqa7roeeuHbdO9Ztcj7zoPGvDY5hrhXd+u7hSSiXJXAxx33HFAXaYnnngiAOuvvz4A5557btp2zjnnALD99tunNrlf/OlPf0ptv//97wE/gM8Los6Z9+11KHX7s2gtbXuXKMkvPEhO40FzxFtXl7ZnyFjYZ4TW4ba+uq4R6q8tV3jOrSP3PlTqtmR/u8wyywDwmc98Bqi71BxzzDFAtS6MRXNsbUHRufcIb/7nCM1xEARBEARBEPTIao71Ft5WrWZKprvJ4aVN8gIKSgLOSr+2rJZikAp50vbMNNNMnX+bQwEzt9xyS2qTY7ynHbVpoprna89xl112AeCUU05JbeqvVMZtQWHN/TztXCnScrRpk7pqPT3NgrTq9n7IHbe0Xv2gARttQWCjCHiESiMwXhYhG2Sy8sorAzDDDDOkNmktN9poo9T2xBNPAFWaua9//etpW+5al6Z68tpKr11XGZdauHKaZa+P1VdfHYCDDjootUkDtdJKK6U2zWdrDZTGVFamNqQVnTRpUmpT6j9ZHrxqp/ZeyqVusnRdI0qtVoPObztGHWu99dZLbQsuuCBQBXwB3HnnnUAVaLfEEkukbbof7DPjy1/+MgDrrLNOapNcZZ2UBQLgpZde6junnMZw2DVC66CX+rJUK9l1/RtF8N1RRx2V2hR86ll5c6ky95HuXwAAIABJREFUZZUE/3kwCuuZ5lVburTSNJ/NbaXstdde6e+DDz54zD622247oLJKQZWUoPRZ5VmoSgP7S9aI0BwHQRAEQRAEQY+s5lhv2m1v2frKavMnEtL6XHbZZaltxRVXBPIJoIfBfjX85Cc/AWDnnXcG4K9//Wva5vmxlPrYDKJZyCW7b0NfpNdffz0AH/nIR9K222+/HfBTu9gvWfu3aMrdfu0fffTRAGy++eapTRqonF9t29ddqa9nVzlJvtb32iOXAN87tny0lSoLKt9FT4Nnfbqb/nd2/1J/yZLURFNqDktO3lwrZZtttgEqX0uoZHHXXXeltkUWWaSov3e+850ALL744sCUiXPIXZNhtEOlljlvHZZGSWOz/qL33XcfUNfm6hoeeOCBqU1axh/96EepTXPWu29mnHHGvn5ltbLrja7Nc889B9TXGVlk7No8SquKRfPMam49umrYPvaxjwGwyiqrpLYvfOELQL3giK6v5Gz53ve+B8BCCy2U2mT50BoPcM011wBw6KGHprYbb7wR6L9W0G4tzTHIczmX+tPTrOc0hF3jXexv5p577tSm+fbLX/4SgOWXXz5t07yba665Upu083a91rNX/t12/VpyySWBusXl0UcfHXOMw1iXdH72+THoNR4kLaKer7Ise8fy+pp33nnT3/I/tmltcwxqgYMoAhIEQRAEQRAEnYiX4yAIgiAIgiDokXWrKFWpl7pTCAWLLbfccqltkGC2Ltj+N9lkE6AyIX7ta19L22Qat2agUtP1MIEKg5y/gmaUHskGKcksZM13Ys0110x/b7jhhkDlIA+VGUguA7ZfjXPVVVdNbTKNWDNqLv2OR2ld965ykums7filFebEiy++CNSDM7z9Zaq99957U5vMeL/+9a/7tj3wwAPZcQqdl1flTGZtmyorl35p2IAQBWcNMv9lBlawy/HHHz/UWESu+pvO17ralLizDDOHh0kz56X38/DW4aaLjz22TLx2/dN8tvt5rmbCu28UmDpx4sTUpjXKBuxce+21tf6tW4XW39JqWcOg47fJt+T6WtciuYtsvPHGqU1rqU3lpbX67rvvTm26h9Xvgw8+mLbpOp999tmp7ayzzuobk669FzzeHLfdz2PY55xoC8gbZcCa9zvrVrHDDjsAVZCvPS/rTtHEPoMuuOACAO655x6gfg8+9NBDQLtrkDferjL21rTcfqNIe6k5CpVLhA0S1TPnf/7nf2r/AmywwQZAPaB9/vnnB+Ciiy5KbUplmBvreAV0huY4CIIgCIIgCHoUBeS1aVWU0Nw6mzff0u0X9YUXXtjX1hV9Se++++6pTQENVgva/PKAqv68vnZmn332tM2mu+nKIF9g0iC0aUSV7ufhhx9ObVdffTUAxx57LFAF2ED15dv2hXjFFVcAcP/996e28847D4Bnn30WgNlmmy1tk3bY9qt0WV/96lf7xqZr0vYlPF4BeTmticVLHZULwPGS/+saWs38pZdeWusf4L3vfW/tX11bqIJtTjrppNR2+OGH9x1znnnmAapgH3v9jjzySKCuhdXXeFsRkEG0QprDbb+VBk3BKwBrr7125+M1kQXqtttuK9pf47SaTXsNxqItoKmUrutErgiMlbnW07YiGc1tuYJNYx1LgVN77rknAHvvvXfapvkw88wz9/Vhr73mohdoJatHqayG0YSVWj61Dur5AVWgoZ4hSpsG1br4ne98J7Up3eBXvvKV1KaUdlrHoQrm+93vfgfU1y+dn10PStOuitzzpm2eDVIoSLSlhPMCPD1tZ3NbqeXPBvfKcrHlllsCvlbbw6ZHVUpTWWjtvac0ZaUa4WHmsM6/rYCH19YsVNV2bKUXtAVndK9bC8eXvvQlAC6//PK+PnJFqdZaa62+seWu7yDPr5L9QnMcBEEQBEEQBD3i5TgIgiAIgiAIemTtCKXBTzIl5dTxNp+dl1u3K6owZNX4MveoMosdk1WjywQgE4sNOBsmOGmQoDpVmGrLZerVINf5Kl+zR+n52PyEChTzKmPpWttchApysGb87bffHqg71+cYrxybXk12D0/+XU3nK6ywAlCZQu1xrSlyq622AmDTTTcFqhzftg/ronLmmWcClZsLVCZ0mbasO5B+a2Ul869nxho2IE9zOFehDeDiiy8G6tdC7iCSgXV1UE5ju/+73/1uAP785z/39W/PVwEfkp0N/BCq2lbKMHIadYU8z+VHJt1RVNzy8ILjVHnQ5gj28gXLdeGOO+7o60//lgZBe4wiaLcN604h5Nrw+OOP923TOSjQCCqTtL1Xtt56a6AKWoTKfa40yFOUyjDnvuAxjHxhNBXcRoFdh/XukLv+djz6rQItoXIblCtRLvAZyt1ZBq3yOEhu+5J7zcpIbhI2aFHvJ1qfoQrM9dA81XsCVO5Hdr3ff//9a/9OSUJzHARBEARBEAQ9sp/MXmUd7yvOC1RoOojbrxOl9FAqsjbs154CNeQI/7Of/SxtU5Wgtn6lRdK/VpsxaMAXDPaFK81Dm/ZC2ocnnngitQ0aFGQD7G666SagrkVTpb1TTz0VqJ+jV8VJ47Bp42699da+34pcgIXHMDLWF2qb5ljy75pKyI7nkksu6TuWfmuDDCRzBXZ4GkFbrUmWAQVPQqUR9QIxXnjhhb5xlGoiBtE6ak60pRFSdTBV7oIqGEZpgT760Y/2/c5eE09j7PGb3/wG8DXGYpgKSyJXFXJUx82lexxFdbFSLZJdo5Zeemmg0oRadM9ZS4fW5JxmrW1spRXqus7h0jVCFkelcWw7liyku+66a2rTNbzzzjtTm2T4zDPPpDZVY8sFv9lj69p4MvQq3XrP7GEC7UqxY/ACwHL32Cg0yLaPnMVV2ABLVd3Madvb5mHp3BzmPaQrJeuWnRt6Z7GpQj/1qU8B9Yqx0qbnLIrWo0DY+7D5LjclrXehOQ6CIAiCIAiCHvFyHARBEARBEAQ9srZ8Bf20mZpVVSmXw9D2ofyCpW4V1hTTNB/ZvL8f/vCHi/rTWJTPt82cNF7mPKiCAdsC8uROMUx+VV1P5V+EyoRhzZ3nnHMOUAVa6V+oArvsOG644QagHjRoTaowmupTg6BzbpOvVwUsd1zNQxtEY91VhOaYXH4s3jlrHDaXpgKcbNBdrgKhxm3ndW6O2/McJNjGBrTmUO5m77w9d4pRoEAwL0js9aLrOuG5S+T67WrOLR3P4osvnv6+7LLLgOr+su5Wf/zjHwE45phjUptdcwZlEDesErw1zcNWOitht912A+r5/GVqtu4oOi+b+9hW3hwLa35WZTK5VEF//lorP5nEvfzJHsM+58Zrfe+KreAm90HhjfETn/hE+ju3hnrrpuZTW25nr4+uMvaqTJbS9VhzzDEHAE8++WRqU2VXW/kxJy8F833uc5/r22bzjivftxhmrnTNUx+a4yAIgiAIgiDokf3MKK1A4tWmbwaAHHTQQWmbqgSVYvtVkMMHP/jB2r8AP//5z4v605f8G+Fr1ku/5GmKvKCKXDCAF6ilQDAbOKUURNdff31qU+CJvgJt0KOqIVrkjG+1HW1pvZrktPLDXAvv67W0SpGug7TOdpsCkppftlDXMFnNQ5NcQIq9zrpGVgPVPAerMdC20rROpel/xkJjtbL2rC1tlpdBj18yNg9bYUyaZWtBaY7Nauq8OTFea4Y3Jzz55tbhHJ6MvPvGpnuUBk79W1lKc9w10NnTTg4yNwcNePQsKN7xvf3Uh7TQAAsvvDBQtwJtuOGGQD0QznsG5NZ2zcPPfvazqU2WRRvopxSc3lzR2j5eaf+a5ORZsi6MtV/JNou1gubmyS9+8QvAr7rp/c573nqVLUvPoauF2NNSd6V0bKeffjoA2267bd/xvWeOrr1NT3rccccB9eeWNNHWQtU1SLT0HCIgLwiCIAiCIAg6EC/HQRAEQRAEQdCjyK3Ca+uqolblL6jM9qNGFcc8SgMPPHLnN0xVG9t3m0llkL6hbrZQ4JStXKPKZKuvvnpq+/SnPw3A73//e6AeOKlxWDOq8nMOY9LJybg0oMGja47MXN5Ym3v4t7/9LVAPQBBetaxSZPZTnl6ANdZYA6jyBLfhBReWMohrwDD5PMfbrKv5b4+jwMaHHnootcnVyLoDNauIlebcbaOrjDWONjeZ0upbuW25sSkXNfRX5Dr77LPTth/+8IdAPThsvPPXDoPmiL32pfJtzpHbb789bVOFR4vWBrt+quKaKo3aMeletm4Y3/rWtwD4wAc+kNoOPfTQvn41p73c0sOs1YNQ6iYz3nPh/e9//5jb7PWXy4D37PHWgbYc5CUMGxg9pdC9vvvuu6c2BZ8eeeSRqU1zVuvGnnvumbZ567Kec14tBTFsYGgX3rhXIAiCIAiCIAimMFnNcWnloFyggjjhhBPS30p/Zetqj4Lc15aXSivHMM7xXfACe7wxlHwltWk73ve+9wH1+udWIyEOPPBAAA477LAxj2Xry4/Cab5UxoNqjtu25TSBmv82IE5tXgW2RRddtG+/XCCrRVUGrSZf1fAUJGLHqX+94M1SjeCw1o+ummo7lmZqxragvq54533PPfcAcOGFF6a2vfbaC6gCRaCyiHgyzgUTeccfRsZdtfC5wLK2tJz6rQKfoUqtpJSNABtvvDFQrV/77bdf2qYKcp68vKqNw1g6vHPoKt9cGse2gLymVeGuu+5K21RRzZuDNjBM1U89JC9bffSAAw4AKg0ywHLLLQfApEmTUputYDbWuZTS1VI8KOOtDZxlllnG3KZ1AarnW9ucyFmXulrZhzl3jWOYa1O63mq7fR4qWPfHP/5xapMMZXG1spc1w85hpYPzxuT9f1AvhlJCcxwEQRAEQRAEPbKa45zWy+L54jQ1gbaAgVKKTUm6po8rJXfOXX5fmgC8q8+N9TeTv9urr76a2uS39v3vfz+15QomSFOU0yqPJ4N+XZfKze6nc9V1tVoZpQ20ifuFlV9b8ZHmPpoHdj5Ic1eags7bbzwL2Wid6GpBAF/LPd7Iz94msZfPpr03cqncut7rw64Tg9JVrpp3O+64Y2pTUSDrMyjkV2wL4EiGNpm/8CwDo2CYOZzzG7XkCj3omNKoQ2UVsXIo1Rw297NrhApf2dgdPV9tH16KuEEZpkAFdLcCjdq3VOPfY489xtxn11137Ttm1ziDKbmOWbxUr+OFCvp4FiqrCd58880BOP/88wGYbrrp0jbF6hx99NHZYzWvw6isS5HKLQiCIAiCIAg6EC/HQRAEQRAEQdCjqBB3myo7Z24Stnqd9rcq9dlnn33M4/7qV79KbVtuuSVQOXt7AVFeHzbAxFYwa45/GHPpMJQed5hACmFTuV1yySVA3bk+x2mnnQbAiSeeOPCYpiSlabhKAuYeeeSR9LeCSa0Zaeedd65tK8Wm2xN2bDKjWtNqMxWOZ/YcJJ3aIGY5T8YepZWlvHENimcevfLKKwHYbLPNUltJUJiXSq0tyGm8zsGbw17gtK5nrmKlvfcV9GnbVCXs0UcfTW2qYqXUYTvssEPaprl51FFHpbZ7772377ijqOo1Cryg6Nz1zZn87f8lc/tsk0n64x//eGpTsLhdl8UZZ5wB1J9ZegZ+/etfT20nn3wyUA+wbo5tGFeFYYL5xuqndB0ehUldFR3nmmuuMfe5+eab+47Z9m4wzFrbZBSuJIOkm/SqF+bGobmo5xLAggsuCMB5552X2hR0qtRs1q1C2770pS+ltmOOOWbMMZaOrVS+JYTmOAiCIAiCIAh6ZDXHXVN7lG6TlmaOOebo2+Y5bXtfbErmff3116c2JT33vsBsoM0osWMbRutmfzuKL+UcVgO25JJLAnD11VenNpuMvsmHPvQhoK5ZsonnxSgd6NuCzXKUXpOSggResMtjjz2W2qQ9s1o0YftVII3SL9kvcKXCWXrppVPbd7/7XaCuye5a8GE80y9JY2m1k12v/3jNde+8Tz/9dKAerOrtl9OoDEPXdUJja9Ow5jQpXqqnaaaZBoBLL700ta266qp9fS200EJAXXP8xBNPAJW2U/tAlTLSakff9a53AfX0Yrnz8WRf+pzpKt9mQZM2us6H559/Pv2dC3b2+OxnPwvUz0lFmmxqLGmRDz744E79W7pqGrugtavttyXrcCn2WJKjZyHVMb1iKZbxfi4P8y6Re/dpo6v2W/fLhAkTUpuOe8QRR6S2T37ykwCcddZZQP19b4sttgDgm9/8Zmr7zne+A0wZS1IE5AVBEARBEARBB+LlOAiCIAiCIAh6FLlVtG0ryaFaqrK3Zjf91gtYUmDDLbfcktpkErTInNcMwvPGONZ4c+cwKhPLIHl4R3HsBx98EKjLzpr5m8hs4uUw9cjVo3+9AvkGybXZ5Xdtx1Ru2D/+8Y9A3dSnqlqzzjpravOCxZpjsS4Xg+Z5HeS39jdTsu59GzJLyoXIriGSu8Ubb7P61SDkKq0Ng9eHl29a569zsdXYFHyniqVjjVeVw6zr1bnnngvAQw89VPsdwEUXXQTAGmuskdoWWGABoB6YJ1OwjjXjjDOmbbon5L4x1jmPglFcXzHqMap/G0jmBeHKXSNnjh9VQN4gLg+lbjK5gLzc7zzkNgSw995718ZhkWuQ3DjHOlbJ89/27+V9H693idJ3r0Hla89LLn+eLO1vtdbstNNOQP29Qi5X1o12hhlmAKoKmx5egOQwz6wcoTkOgiAIgiAIgh5ZzXHOUXvUmpDc8b0qY88++yxQpcEBX3M8zzzzADBx4sQxj+N9jZSmpRq2cpC0PeOVyq20v6effrpo/6222gqoV9TLfSGPgikx16ZU/xbJzWos9LVt5bfJJpsA9br1zXHaNF6DasYHpfSemZKBgjqWZ3Vad911ATjhhBOyfUh7qUBDO/4pmfIxl67PonHaYy222GIAnHLKKUClnYFKm6u0SlBZhGyQrdJgKtAOYPnllwfgc5/7XN8xlfrt7rvvTm1Kg+itFToXu02pOgeZy13v4dcjWKwUadbsemsD8YTWBi/wvNR6N4oA/LFoWjCmBDYATHPczjGtmdJo2jW0pLKpxyBzQ78ZpgLnMMHDuXSEXtudd94JwLe//e3UtsgiiwDw5S9/ObVpnso6bdHaauW17bbbAnDIIYd0OwHDKK3SoTkOgiAIgiAIgh7xchwEQRAEQRAEPbJuFTJJetWVrDpc5gCvgtR4m03PP//81LbddtsBVaAHwNZbbw3Ug0maDGJC8VxOBjEZeVWthJWdzslei1G6AJTK4NZbbwXqjvReZScxijEOM4e8ICWvXwVvWHNy013AM0uOOiej3FZUiRDg/vvv79uvKVc7jmFkPoisc+uEZbznsMXOzyYLL7xwUR/NoFN7r+qcvTXPYxR5eNvySHsBhMpN/MwzzwD1aqMKirH3hnIeX3DBBalNrmmrrbZa37FUecyuuQp+Pv7441ObAq3teHVcjdebF1PCzUljb7uHmm42Y+0ndI2sbLx7JNeH5KYgXqjWW1sNT1U57Tl0DWQbNECuhNI5763Xg66xNiBUbhW2Lx1rzjnnBOr5/ZW/3p6r9wxpujMMk4s8d+3a8NZg7x3MW4NzbnHeOqM1b4899ujb/6Mf/Wj6W4G+qoRs5XffffcBVZ0F25ZzkWpzDRql615ojoMgCIIgCIKgR1Zz7GkTvTdzrzb9lOKmm25Kf+srWxXILN7YRq3VHOQLtzToUdV7xkvGN95445jb7DjkLG+DyMa7GtowaYSk/bPaG69fnY/VcDSrinmag1Fg0zRZjbGw6QrHYpiv52HvAy8QrHS/pnZjVJpCBYB5HHvssX1t3vGbKfQ8GQ8yN7ueY6m2UeO1Gm6NSZXTlJYN4Ac/+AFQv5c15221MAXWXXfddX3H8ip8ev16lAQCWUrTYA26RnjBmxZvDS7Rzg5jKTn00EOBqsIbVEF3m266aWrLWf5GbcUdJiCvTcajfJdQZVGotP72Ga3rrjX3pZdeStu6PstKg5JzDPPb3PuBPRdvDR5lOsJrr702/a2UmQoCVgAwVO9tNmjy8ccf7xtPbo0Yb6tSaI6DIAiCIAiCoEfnIiA5XzurPWh+5Y/6LV/jsP0edthhQPW1DZWf3PTTT5/a9MWYq6XelhrIk80gPseen6AnY+8YpX5OJShdUxvSWlgtqsabK0QxqvRiXWVsC2yI0jkscumnRoH84sdCc9cWyCkZT6kmYlgtjbTyVp6lvt65/YbBFlFpsuaaawJw+umnZ8fRlGnpGL05NIyMvfsrt0ZYzbH+Vvolu7/1ry/BSxPmIf9Yb13KaawsnraztChLV1l7a0RuPnjX1xvTMGuEjrHRRhv1bVORBKuFzc2HXHyEdz1K05h2QePLvSOMmquuuir9veyyywJ1K53uiYsvvhio3w+l59gsRDGl02gKz2++9Dmn/fTbYeJX7Hnp/Uqyv+yyy9I2xS4pJgKqNHAPPPBAalPKXu9dp6uPfFfrUmiOgyAIgiAIgqBHvBwHQRAEQRAEQY+sW4VU71YtX2oOkDlqvALIZPay1Z1UBe/2229Pbaoc5KnU9a81q3lV+UqDmQY5V8+UUeo6MMo0Yu94xzvG3GZNH0rT5Jk3crIodZdoM+MMes6DmO5KA82G5Vvf+lbROCxNebVVT8ulDBw2HWEzcA3KZTZoJapSNCYbTHbGGWf07eedQ46c+c7bNsj93aT0OllXgFyaxfFiUDekYdKGDWOaHyaAdZRrsD2mUrMpVd4dd9yRtslt8N57701tJXOqTb7jGbTrVYLNuVV0rXg477zzpr+VhnCFFVbo68P29ctf/hKo3hesm2UuCNcbp3fve65B4xVUKrnae6+0j1EG+8vlx45prbXWAuprkVJKvvzyy6lN1Y5tW5NRuQqGW0UQBEEQBEEQdCCrOfbSk+Sc+u3Xa+6LujSwIoec560T/SWXXAJUDvZQaaas9k2a4qYjuv27LXhBDPtF7aVCKtWmNeVuvxq7ynidddZJf5999tlAVRjjRz/6Ud8xLblUQZ5G2AsQyVkahtFs6hildetLNSmjCCTLaXNtUIItAND8bS4Ruh1bbk4Nq9VU36Uy9rTc3pwYJmBHhVPmn39+oAr2GItBAxo9uZfOoVK8dbjrGpErGuIdq5Rhzrk5h9s0zrl0WcNa8Jq/y8nBm+eefLuuEfZ67L///kCVBstqNX/3u98B9dRj3lqiNu/50By/dy7272Gfc7mUmh52P/02NxYbrDxhwoS+7fqttYJ++9vfbu231CKndwl7nbw1rXQOd12HvefnoM8mL2Das6Tn0klalDrzzDPPTG2TJk0asw8vsFu0vUfk5rBXACZHaI6DIAiCIAiCoEe8HAdBEARBEARBj6xbhacil6ndVj/ynMFzjFdeQzlyt5mFZKbxyDnWe9hck4OYMTzH/5yMc/k0u5ozLTJzQFV5aZZZZgHgtttu6zuWJWciGtS8btusjLsGcHlyUxCndcnR9lye0FEH4qiPyy+/PLXJDeCrX/1qamszPdkx2r9L57A1YQ4yh71gm5yM23Ifj4LVV1+9diwFksLglRzbAppyc9jK2AuwLMHKd+qppwbqa1lujfAY7wpTbZTMtdJ5MewchuHmb1t/Jdh1eYcddgDgiCOOAKq8sFAFNnnzzF5TrRE517bSOW3X4EHWvlw+f6+CoFeDwHPJUCD5XXfdldp0b1h03N122y215VyOStHYc8+NUuz17zqHPXeC3BzOuY2WujKVovcYW7W0a7CiR9c5bOdPyXtEaI6DIAiCIAiCoEdWc+xpGPUV0lapJKfNHG+NRVtwRu74uSpI3n72C6StbryH9/Xjybh53EHamse0+0ljCXD99dcDlQw87ZR3rK6y9rQRbU7+XWXsaRt0Pt65TEmtm/pYe+21U9t73/teoLoGpcf3xmNTFGqetmmhB5nDmif2+udkXBrIMUx1JgUxekG3g9KWIi83h612rCQYxKLzsr/rKl9v2yjX4dKUV2P9ZixK5ZsL4mnDCyiX5tI71jDrcg6rLT311FMBOOuss2pjhGoulfafG68nq1GvwXYMngWlVHbeGqaKd3ZMl156KVCtpQArrbQSAPfdd19qGzR1Xelc9mScW4c8rXopzeBWqNaIUvl699d4rRGlKe1K+it9j+j6nAvNcRAEQRAEQRD0iJfjIAiCIAiCIOiR1S1LDW1NKs3cieA7bTfNpKUq9VEz6DHafic5WJPJIMfyclB6JhIvj+GgpmLPGf2KK67oa/NcPjS2tnNtjq0teMRzzfBMfoPmYW2Tb87MNN7z1Y7t6quv7vTbnGmwLVe35l5XM/RYxxlkDpfIdJAAOs3x0gBOzzWkNPd2E0/G1pzcdQ575+C5i5TM4TaGcWXp2lZyf7W5aEi+bfloc3gucrpetl/P9ac5R0a9Rtig7Bxdaw2UukJ6a8Qg5+g9N7xAwZL7yp7XtddeCwzm6tF0e/CerW0BtyVrxCBzeNDnnP2d5rCdtyXvEVPSFbYtkLwkL3SpfLvO4dAcB0EQBEEQBEGP7OfWtNNOC9S/PHbaaSeg/hau1Cm5KiptFUs8clWzxvp/2/4WL/jO+3rx0sp4X5td04xB9XVnv2R23HFHoJ6SRvt5gT1elT3PMT1XSa+UnIakVCPoaTl0Xp4GaJgUN5KhvYY777wzUNc2KHjNylfbvWN6sszNtVFoS3PasbYvcJ2Xt1+bdqwNydjKTuuE1ZhKxqXrhBikWmXJOtFmuWi2efeSN4ctOa1UKUrt6K3Ddg5716GpnWu71qVa36bWpjSdkoe3zuc0+R7DpHv0nl+Srz1+7jknhrGQlgZ1lTwX7fbctfGeX3YcnqV4kOdcbo1QyjHw12GtITqupxW0+3vrWnN/qOaT/i0NTvSes7l0eW2y8wJuu6Z71Bph+9d7hPeu5slrrP9De+XS3BrRVRNdagXKydc7ZtfnXGiOgyAIgiAIgqBHvBwHQRAEQRAplH2EAAAgAElEQVQEQY+sW4WCAaw6Wq4WVs0uk7Vn/vYc8UvMPXa/nJrdM43mzB5j7dfc3/br5cr1TFuDBAW89NJLfcdQZTpb2aZExl4uSs+MY887FxThVTUSbaaXEnOuHa8XPODRNXhMc9iOd4YZZgDqrhbKCWmvg7Z711Vy9Zz8PXNyTjbe/p6rj+fC4Zm4vECFnMlwmByxAK+88gpQl9N0003XN2bPtaPELDlIFaXm/MzJv63N+7/689xwvHHYueatJzleffXVvv5nmmmmvuPr79wa4cnBUhoU15yng+Qrba6hbW5h3rNEf49CvlZuMvV7zzlvLcuth56c2wKUc4HPOZe2Upc5L1DZc/ETwz7nPBnPNttsQP05p3XY5mhvrsN2LN67RO6Z5p1bzt3Le2/wXAy8cXiByjoHb50bJt+81mAr39y7mlfZN+fuWvpO5f0m51o7SBBucz8rt9x61PU5F5rjIAiCIAiCIOgx1ZRIpxYEQRAEQRAE/xsIzXEQBEEQBEEQ9IiX4yAIgiAIgiDoES/HQRAEQRAEQdAjXo6DIAiCIAiCoEe8HAdBEARBEARBj3g5DoIgCIIgCIIe8XIcBEEQBEEQBD3i5TgIgiAIgiAIesTLcRAEQRAEQRD0iJfjIAiCIAiCIOjxltzGffbZZzLAf//739T23HPPATD33HOntgceeACABRZYILW9+OKLAMwwwwwATDfddGnbv/71LwDe/OY39x1zqqmmSn+/6U3/7939P//5T2rTb7TfW95SnYLGacfb3GZ/849//AOA6aefPm179dVX+8am39pzeO211wCw5bff+ta3ArDHHntUJ9HCAQccMNmeD8AjjzwCwBxzzJHann76aQDe9ra3pbYlllgCgKeeegqAtddeO2279tprAVhjjTVS25/+9CcA1lprrdR28803AzDttNOmtpdeegmAv/71rwDMOeecadvFF18MwKqrrprarrzySgBWW2211HbDDTcAsMoqqwBw3333pW2LLLJIbdwAM800EwBvf/vbU5vkbq+/2g4++OAiGR988MGToZpzAA899BAAiy22WGp7+OGHAXjHO96R2nSNNQ81lwH+/ve/A/Xrpr///e9/943DzhOdg+QqeUM1x9S/Pb6dkxqb5GX317Fs29RTT13rCyqZ2Guvse+7777Fc/gb3/jGZKiuIcDss88OwBNPPJHa5plnHgBefvnl1DbffPMB1X2nf+252TbJwJ6HsHLUtdKxNB6o7i8d245z1llnTW2652aeeWYAXnnllb7+7bzSvWnXJM1drQ12+2677VYkY60R9j74y1/+AsC8886b2h5//HGgfq7//Oc/gUpe9v6SLO181Thtm35r55POYcYZZwTq11Trqd1fx7L3gWSnNrtNx9Qabcdur73Oz5P5gQceWCTffffdd3KzTWufndOPPvooANNMM01qW3jhhQF4/vnnAVhxxRXTtnvuuae2D1TzbPHFF09tkyZNqo3bnpfmvn1G3XXXXUB9/br99tuBam0FuP/++wF45zvfWTsOVM8We2/pvOxc1Tyw8lVbqXwBtt5668kA888/f2rT3Hn22WdTm9Yp731B9+af//zntG3JJZcE4O67705tWsNfeOGF1Kb+7HuA5pP+tXOtuX5AtU7ae0Nj05zUdYNKZlqrof/9xfZnz1ltBxxwQJGMP/GJT0yG+rz65Cc/CcCtt96a2pZaaimgeo+D6lm95pprAnDUUUelbRtvvDEAP/3pT1Pb+9//fgAmTpyY2hZaaCGgfs9rPkkO9r5Vm10/m7KESp6Sm52bzd/Z7d5zzvvtPvvsM6Z8Q3McBEEQBEEQBD2ymmO93dsvpQkTJgD1L84VVlgBqH9lSSumr2H7Jm81BEL72S8qvfHbrz31o7HZbfrKsNoRjcl+NejrRm3SwkCl/bFfkaX7zTXXXH3n1Ya+iKzWS1//0kYALL/88n1jePLJJ4FKq3DHHXf8X/bOM3CPolz7l6coGCD0Hgg1Cb33JqAgRQVEQQUpUqRILwaS0CxYUEFESpSiNJUiIEgTkd6LJEBoIfTeLafwfnifa/befe5nZrb8A+ec6/cl/8zuMzt77+zs7l3DNsr4xBNPDG3LLbccAODcc88NbfxapTbNHp9f3vZrkNphO97ll18eQHmebLjhhqXx8osVKLQyVkvHr2urGedx7Xyxv8mB8rVf79SkWE0g5fvWW2+FNl5bXn+r2WGbvf4cu2fpsPOU+1E2ds5TW2nnMI9BrQpQyMaTEfuzmmaOyY6N18tey7ryBQpNjf2C57lZjddLL70EoKxJoxaf5xbTngHAHHPMAaCs+ZhtttkA+Fp8wjkHFFoh20btsJ3rXMMoJ2q6LPaa8DrZa83rYu+NujL2+qDG2Mpm5MiRAMpzmHONY7JzwtPUcD87n/i3/S375fGtZpHzycqGY7L3N68126zs2Wb39yyOHJu9v+vKl3PFnjOvvV2D+ZyzbbSQcj3gfAYKWV577bWhjWvrTTfdFNqokbT3ITW7XOOtNYDaQTt/eQ/a9WiZZZYBUKxzVmtLWVttJe83+6ykzG2/diy5rLrqqgDK85VadHtf8TnEZwpQyIWWRmu15rktueSSoY1j5VoB+POfbTxve/25vlgrATXc1tLG47PNs66k1mHOP+/65zJu3DgAZS3xnXfeCaCwMAPADjvsAAA49thjQxvnES0S9ti0lmy66aahjfKylgvvfq2uwRauB1a+noa3armwzxiuW/a6Ua6e1crOvZw5LM2xEEIIIYQQPfRyLIQQQgghRI+oWwXNYlb1feSRRwIomw75d0yNnotnHvbcMLrEG7dnorXnzDbKAyi7leRizefkqKOOAuAHonmBSF4AosfFF19ce3xNic0FXs/UubAPmoyAsmmkzjisKWzChAl9x8oh5RpUF68PT27efjQV2TkSIzbH7RyuK1+gMDNb8+hJJ50EoGyOtSax6hiG+h5PEZMPx2b38dpi68QRRxwR2uquE5y7dh3mPZFah3Puw9x123O14G+9Y9o2716LXfs28rUm1Rys6w+hfO395bn+eWP6IKh7neuuwW3XCLr80X0JAE499VQA5SA2L5g5Z41I3Zt153ruOpyzT5N3iboyPv744wGUXdYoX+tmRfluv/32tfrPJfUu1WX/3hzm3/ZZ460ROfKV5lgIIYQQQogeUc0xNRVW0xH7evbe6qv72G2pL4rY9twv9pwvwNyxpdqaaL+81En825Oxp72MBWBZmmrnvPO2x7LBOFV4Lt518oIjUvOq7lcotUI2iMY7licbz+G/SpuvYk8j4mlyvGuZqzEmMU1RW404Az6Y0hEoAqS84B4btMG546XGq6uN89JAetu8oDNPLlVZpLRCMQ1oGxg0ZQOwYuuwPZfqOunNV+/cLfyNN+e8e9RL2xaTb0wz2GZtzoXPORsQ5QUreudaXSPaPg+q/XrX2UuB6lG9fzyrbNfP5UGsuOKKAIqgL6C4573zsc+UaurV1L2aYwXytlm8tb9La2HXMt51110BABdeeGFo4zMvlTK3OjbvuZwaY25/g/YZ1JazBnsBxSn55TxbpDkWQgghhBCih16OhRBCCCGE6BF1q6CjvKeC9lTfsWC63EC7oTJjWKoqd6v2pxtA6the1bImQRk036XcIPi3l2s3ZmrwKgh6x/LGzt96+1s3kNjYOQ5r+uD+uS4xKbNvjGoVLm+Mg/Dmbg6eqTL3+LnuElWzX+4YvZzhbVwZgCLgwwY2MdDUOx8bgBMjx9XBYs+Dx40FduWawL15WO3f7ue5E3i5eXOhW5sXxGPJmWtt5lzd/uw555iurXxj63BKvnXnMF2A7JrmXcucuZRravZMwXbc1Wvi5XJt83z0niex+WufI02Oyzlscw97eeGJvRZVNyhvDfPIXXPZh+03FhgYa8tdS1MyrjuHH3nkEQDlCq9cj21QdM7c8a5H7lrsteXKMtYH8VxHU++n/E3M/dNDmmMhhBBCCCF6ZL1KNwnYie1XN62Kh1cxJZfq2Lwvm9w+UtqcFNVgA9t36kvVCywinkalGuQBxKtTnXXWWQCAK664Imy7/vrrARTVigYdvzrG1Jdw7ldoXa0Fteteuqau8TSMsWvUBvbH87LzwqbuyenD0mQOe9WnmCrH0zjYY1SDfr0v/pRmM2fMqbmUE7jbJiAvdawYXjXQ3GtXN/1UbM3xNPMx7D48B3usWMBY7jOiC/mS1HPO6zd2DrkWr7rj5X3R5LkVo67FoQ5e9TP7zItRrTLa1bOCcmfFTFY7HMRQBdx20S+f2fY5l5syktcklmozNbac970m5Lyr5a7LuRaHsE/2KIUQQgghhPhfjl6OhRBCCCGE6JEVkGcDaHJzTMbMMTkVbyxzzTVX+PuUU04BAMw///wAgPXXXz9syzULVMfomdM881gqx14TF493330XQNmtwTPPx4KnYvJPVYLhcW3u2UcffRRAUSHx6KOPDttef/31Uv+Wujk+rZkj11RYN3iIpjJPDilzZjVQwzPdem41qfnUBezv5JNPBgCsuuqqYdtSSy01cP9UWxNTLfPD2vnvBfxUzaNAMf89GQ+17FJtscBdb7yxOewF8+VCuXqV33LzgucEzdo2L5hupZVWCm2cY2eeeWbpd4PwZFIN+M0Nvku5l9SVr/ecI6kAu1jgeWwcbeZ0F9X4YmZlT7723JusEZ6J35MBnznW5SJ2vDaVQuebbz4ARQXKlFsFsbLz1jQSy+1vz6mLOcycximXOu8eynlvyc3L7OUF9+aQ527ZdF7b33lJBLzj58hXmmMhhBBCCCF6RDXHXhouj6FyVCff//73w9/bbLNNaduUKVPC3yNHjswaR/UryNNWpfqIpcKpA39v04x4mupYdaouglJiwRGTJ08Of990000AgPXWWy+0sZ77K6+8EtpyvsJjwTl2e5ugRwYb2ECQLoIMctMedR00Q3KsBrmyqhuoMOh4qd962tYc7ZqnqVliiSVC2/LLL9/32/vvvx9AkeIopW2MHb86/kF95M7hulBGnlYmdfxYpUAy++yzh78XWGABAMCWW24Z2qgx3mqrrfp++4tf/KKvbbfddgNQaJWB+vdB3eDCNmtfLEVb6tmQYwXtOljQq0AYGyOZc845w99cn3M1lG0Dz0nq3vOeQ3XTjsXYYIMNwt8nnngiAODhhx8GABx77LFh27Rp0wAUli3A17ByrafVIXV+ufOk7jpcdw2u228qWDZmcfeIWblynruDjhmz8tZ9J5XmWAghhBBCiB5RzTG/9pukEIpR9w1+n332CX9/9atfLW2jpqPN8XPTPHXt+wj4ye5jGqCYJqOJdoz+VrlsvPHGff0/8cQTtY7pkftFW3euef6MuRqg2Jg8ze2ss84KoKw1H4o5Uz2uHY8l99h1fcXbHiflR1rd/4QTTghte+21V+l3gK9Jo2/8l770JQCFdggApk6dmjXeGLmxF10Q095Y6q4R3H/vvfcObZtuuikA4Oabbw5tY8eOBQCcdNJJoe28884DUMSD2Otx2mmnlbYBwHe+852B5xWLsUj5ZnrUncNdyreN5tDCGJCrr74aALDmmmuGbddeey0A4PLLLw9t9NXdf//9QxstKiy88dBDD4Vtyy67LADgscceC22587fJGsHrmCrEwO1eQRbv+LE12s6nM844AwCwww479PU7fPhwAMCll14atl1yySUAyprps88+GwDw17/+NbSxgIw31roWPEtdGXMcqWN5Ptox+Xoa3mpfQGGZpR83UGjd+a+13jJOJXXPVUnt0+Y5WEWaYyGEEEIIIXro5VgIIYQQQogeURuHV/nKY6hMx8TWY6+aZ+rWy04x1MGFg7Cp1DxiZue6HHHEEeHvY445ptZvvdRoNJt88pOfDG1MO0XZPffcc2Ebr2GTOvR14bGGag5bUxFNlX/5y18a9ZViueWWa7QtRdv57ZnFPWLpjjwTJGW744479rXFxgEUQWYXXnghAODVV18N2xhA2oa6bjiWLoJtco+fE3z8xz/+MbQxwI5mT6C4561ryogRIwAULlULLrhg3zEZmAcA3/3ud5PjzQ3UTFF3XfTWiLry7eIZYU3SzzzzTKl/m2ZumWWWAQC8+OKLoY1V3ux1eOGFFwAAM8wwQ9+xVlhhBQBlt4oYVqZNgnb5nE6tw7kV0Kp4gV0TJkwIbTvttNPAY80zzzx9Y9t333372g444AAA5cDU3//+98mx1XUdAJo/21PvQ7GUjh6eyxGx7yxMJbrtttuGtquuugpA4c5j9/dSoXKdaeNiGQsWTP22ijTHQgghhBBC9Ih+ZsS+GoYKqxniF+8f/vCH0Bb7al188cUB5H8Nky5SezXFSwkXO17dFEcWr6hHjhbA9k8NxbPPPhvaWJDFBipUiw9YrTI1HmuvvXZoO+eccwD4ifjbFFDwAnu6xI73xhtvBNBNkn4Ppiez8Nq89NJL0d/GNFy5GvxB8JqktEK8t71gG14n2wdTiNmUYAwI/dGPfhTadt55575+meqN6atY2AYAFl54YQBF4nygKFIQu5c8rUxdTQzQfH54GqhUmrDYWDiO2267rfZYKGuuB94xr7vuutDG6+sl589lqAKjvXR7sWvU9n4ZhLU4VYP/mFoMAA499FAAwCabbBLavvCFLwAoz9FYASibdpPkphlrQl2rSq6W3hsXLc0HHnhg32/vvvvu0Mb3BKZo43MMKKd8q46NwX0AMPfcc5f26Sogsy5eYL8HA/Dt3IhZl8iwYcPC3wz0tAG3TIxAiwcAzDTTTAAKGTHwESisGlabzPXeBp/yGtF6uMcee4RtvG52bLQQdnEdpDkWQgghhBCih16OhRBCCCGE6BF1qxiqvJ2x/q1ZlYFe1rF+8803BwBsv/32AApXAaAwhTz11FOhbajM6aRtjtg2/dQ93u233w6g7KbAwJsZZ5wxtNHszFyx1VyOAHDyySeHvw8//HAAfuAHeeONN8LfvK4LLbRQaKNJy1474tVOz8XLc9wlNk/0uuuuC6DITdrVccePHz9w2y677ALAN5M2ock9T3eJ1Ll6pr/q8azZfdKkSQDKAaQHHXRQXx9nnXVWXxvzobO65j333BO20fTn5QW36w/N13QXopkQAC6++OK+8eYy1Hnhpwcc09e//nUAxTUAiutsg305R2Ly6motrUubfLRNscf6yU9+AqBYd4FibtIdyFYk5Vo6evTo0MZzWHrppUNbbK2kC1jbseeSu243ve72vqV7il2bH3jgAQDFGg0ULnHenGSAs+fKNttsszUaY4qUi1QMnn/qd56rTc78/973vhf+/trXvgagvH7SrW/eeecNbVVXKlthkIG/dl1mEORSSy0V2uh2wbFZlwu+n9h+11lnHQC+e2Zu9b6wT3IPIYQQQggh/o+QlcqtSeqWHLyvRFtbndv5NQAAI0eOBFB8vRx33HFh2/HHHw+gCK4BgPPPPz85DvtVy68cr5a8N962ARleLfAYdj9+Lcb6sJp1ahWsJnizzTYDANxxxx2hjTKgJthLr8VUQEB/fXkAOOSQQwAU1bKY2s3ubwOBrGa5SpsAmDbaoJwgNpvyivdJ1xooG0BZhfM7NX+Gcg7zyz2VasyrzlTd327jfZwaH49h7+Njjz0WQBGQR+sGUFg9Xn755dBGDShTjgHF/KcmlJpkoDjnJvdtU83xUFYvbAoDaa3mjrKxbTHNVkwe00OD3GYNborVsLHqo5UD5/7qq68OoLzO8PjWWrTKKqsAiAdX2mdl3Xu+7Tnzvh6qdwmrdV9yySX7tu+6664AfCuoB61WjzzySGgbNWoUgPI6U13n2lg/2qwRlK9NaOD1QQuxJ4fYeO3+nIuspgkUGmAbeP/rX/8aQBHAeMUVV4Rtd911F4CyZZ+aY6sJ5rpBmTOFJFC+5oTBfzYw0EMBeUIIIYQQQtRAL8dCCCGEEEL0iLpVVHMtTg+8YzGHI1BUEeLYrIM5qwOdeOKJoS3HrcKrrpNr4rBmoibm6S5l7Lk/2FyPNE1cf/31oe2mm24a2B8D5yx0nbBVgngsKwvrHlOFphRbmSuX6TkXY/kft9tuOwC+mdAGblkXnxwoy1TFOwb9WXeVpthzaCLfXBNgzJ0idtyUqZJt1hzHfMh33nkngHLAKc13NviTgXt23nKeXnvttQCAU089te9cUmsHabNOTM9Asbp485/XwZo2vcDYal5se55N50obcuXcReAgKzfa/lghDAB23313AMXzzcqK85Iua7nE3LNStF0jct0pmsqTVQOB4v6yOY0ZkOcRq4bIAGCgqIZn3Qe7nJNt7nM+N1J90D0id7yzzjorAGC//fYLbbyW5513Xmg7+OCDAZRdWqZMmQIAuPXWWwGUayPwuWWD+FmB88c//nFoY+DoLLPMAqC8dp599tkAimqodryeW0Vd+UpzLIQQQgghRI+sVG4fdCohL3UKU9tYh25+0TAIBygc8Zk6BOg/H6stqlbsAvoD37qEfaaqi8V+GwuyYmCSxUtzkgsD/GxAHtO8XHLJJaHNVjAbhJVnTLPQRYq8lObC+6qspqKx+1Aj6fH888+Hv1lBzP52kUUWAVCkovnc5z4Xto0dOxZAUXHIYuVFrRH7tZWGvOs7lEFPbVJhVa+LPQ9iA3KfeOIJAIUMAWCeeeYBULYSUXs5btw4AOV0cFtvvTWAsjaZ1+yoo44KbQw2i6WDnB4Bed78i2nQp4emmVYo71gbbrghgHQazdh6WrdCad00Tbn9psipLmZhIJ6d04SVQwHgwQcfBODLkBXgUjBtWcw6aBnK530sELPuveHdBzY1HdPfPfTQQ3372Xu+qhXl/4HiHcKmfvPuQz63c2UWk3GbORyTb+q9pWq9tgGHjz/++MDf0VIPABMnTgRQtjY/+eSTAAqNu7UG8Z3OWra5LlMLDRTrsievlVdeuTR+oJyAoC3SHAshhBBCCNFDL8dCCCGEEEL0iLpV0KQzVLkJc/FMBlSz24AnaxYhzLFn3QtYjc2jjTmvC7NyV7Bfz10jlgszBQMfGKQEFKbwPfbYo1ZfufJqGwwCdFPJzB77scceAwBMnjw5tI0ZMwZAOSCPFR2tGwCDbRgEtueee4ZtzNPoXbd77703/H3llVeWtnl5uS2xHMNt53CbHKYxVwC22WAbyscG6a611loAyuZjzsXddtsNQPma0Cxtc2vT/crO6y6ra7YxmQ5V/uw22MpWdbbFaBPo1sVv27gT5AaUemZqzjPrimaD84AiIAmIV8P84he/GP7OdafIIdcFbhBeru4u3TdsHl4GK6+//vqhjdVYX3jhhdDG81h88cUBlN03uV7bdZg5j+260KWrZReBnl3Ll66SNjCR6711oaAcbIAd56z3zKErK6saA0VQ4auvvhract69bP+5eaxzkOZYCCGEEEKIHlHNMR2zP6iAPGp47NcZv5qprVxsscXCtn322QeAn7KGKeAAYI011gCQr0EdSs1xzjGawKAsq1mn9oxf0blYB/0bbrih1Jc9lle3ndjKPbkVqbrU6DTRduRoDm1gjf3iJUzZxIpAQGHh2GGHHQAAq666atgWm0P2ulVlYq8RtzXRanxQc9jTAnAsrF4HAG+99RYAYNFFFw1tnIs777xzaKOmw9Nq82+rJbbBpIPwNDu5qdy6uL9zr+f0WK+XXXbZ0v+baNmr42wy9zyZD7Wls+6azwBFAPj4xz/et52prm655ZbQxkqwfAbed9990WNQE2dTxOWQO38tbSo1puQV2y92XJvG8YQTTgBQ1qIzMJf/AkXwFtOPWc0x04PZAC9Wzbv//vtDWzWYrSvrQ905zLWhC+uSlSUtcLn3tw0Gj6VzHTZsGIByYD+xQZOUA/vyNOP2nKtB9Ja69600x0IIIYQQQvT4UPscn3vuuQDKX29so+bY+r0wSf8222wT2rxiCvxCZx3w6667rm+fXN+dtkVAclONNcVLbUI/TAA49NBDARQaOaDfP5U+WUChpbMyoc+sTWFGYgnWvf26hnL1fHKbpOGq8tprr0X323777QEAL730UmhbbbXVABSphliwIoXVWNC3iufyQflrWrrwObbXifPQypjb33777dBGTYc316nJsNoItn35y1+uPd4YucWC6sq4S61QG2IWJ1pB2tCmGJPlg049SjjeTTfdNLRxbFbDxjXY+msec8wxAIq1wlqGiNXw2fldh1z5tl0jmqQqrXM8u24899xzAMraTqb9Wn311UMb/br5TPPWD6uBnDp1aqOx5dJGxkOVbrauRcge367RQPn8mMKNGmSgOGdrgeY18Ypdec++mOa47hoszbEQQgghhBA99HIshBBCCCFEj6hbRa4ppK7zvAdV3laN7/XLlEs0QVmnb1YYYsAdUKRrspW32C8DcnKDBFLb2gQqtPltDOsuweAOe74McLSpsehmQlPUBRdc0NevDT7zKolV505u8F2KLlLc1D1mLpyb1g3gsssuA1A2mdI8XQ1qsnjmzk9/+tMD97MmVu9cPTNT1+ffRMbV33j3E1O12TY7v7h2LLXUUqFt7733BlCY7ew4fvOb3wBIp/eLVb9qE3TXVO6p33lmxi7NrE899dTAbd4a0TW5Zv+6tHFDqgZk2ZRrDLS9/vrrQ9smm2wCANhyyy1D27PPPgugqPQIADvuuCOAQuZ2jGeffTaAcnWxLDOxY1YeqtRqVepWb/TWv9zxcc4z9RoALL/88gDKLoV33HEHgMIlxbqm8H3BrhFnnnlmadug8XZB3fmce597rm+xwNjcKns5Y7Jznu6GVr4PP/wwgPKzzP5dHZs3h2Nret25Ls2xEEIIIYQQPaKaY++rocv66/Yr5vLLLy/1PwhqimNpQmwiaE/DbNOKtcXTItShqnnoGtaIB4BPfOITAIpa50ChAbYO7/xaY2qsueaaK2xjIInVenravOq2rrSUdfvp+vgxzjvvPCpjLCEAACAASURBVADlwA5Ps3vxxRcDAFZccUUAfhCahdco9vXeleaszRxuQ2xd8c7bCxSx6a6+9KUvAQBOP/10AOX7gPIfipRVVbpcL3MZqmPZOUztWW5axqHmw5LKbeaZZw5/v/766wAKjRgA7LfffgDKwctMG2bXVD63GIhng3F32WUXAN0HX+XSpthVk2JMXRR+4juBXZspP6Y7pWUV8NfhadOmAShbAbuki2DoNnNiqO4brhVWa8/rcOmll4Y2WqAtddM95s5NpXITQgghhBCiBno5FkIIIYQQokfUraKNij7HnGhrv6+55pp922kWsY7yNO15avEFFlgAAPDMM8+ENqrv27hS5AbkNcELohkq/vSnPwEom4/GjBkDAHjggQdCG8/pW9/6FoAiHzQAfPWrXwVQrlFPrFmG8m5Tra06HqC5nJpcp+qxvHHYfeadd14AwM033xzaKFcvmI6mUs+twh5r1KhRfftVx9EksKYrU7h3TWJ5aoeqgpxdJ1g58yc/+QkA4JBDDgnbbrzxxoHjjeXaTeXJzA0YqzuH6+YwjeVLzc2lmhtkXc1lWoeqfO0azXXennPueJsG2LWp2Mlx2nWRsrG5+G+//XYA5Qqjhx9+OIByrmiaojnnbFBf3eArz7Wsrozauq3wWd6VWdwbV7XNrgeUGasRAoW7y7HHHgsAGD9+fNhmK+8SumbYqrNt5FilzRqR+x4Re15425q4wRCuWwwgtc9A3hP2XY2utW1k2mVQtDTHQgghhBBC9MgKyOs6zRj7ZaqbQfALlenGgOLrgqnHvMpBd911V/jbq91dxTrft/lSaiInftFOzyqEtjqTDfSowlrzNpiJX4HUklo8jYandasbxNO2CmFTctLs2W3ULFjNvGcRIZ/5zGcGbjvttNPC3zY1XA51q4u1rX6Vm45wqIO2bMDYuHHjABQauilTpoRtVpNXpa6VIlfb0yZlVq7Wbajky34nT54c2riu3n333UNyzFxrBGljXerS0mL3oSbcjofrgb2/R44c2fdbVgljmrexY8f2HauuFaCJVpG0XYPbyLipFnXuuecObQxqttXXmPrx5ZdfBlAOpiT2vBk46VWC9cYaO5eurWd112DvfllwwQUBlN+BaAmpplQbhK2iyQA7znmrJWY14x/96Eehrem711ClgZXmWAghhBBCiB56ORZCCCGEEKJH1K3Cq1rnqabplhBTi1v3B1vBLgbV5bbqEPOXxrCuFJ7bRZUjjjgi/E3n/C4CuHKIVeGyePmQY470XeRXve222wAAN9xwQ2izpqo6NDHx13UP8OD19/LipvaL5Ujm/nZsDNSwJqiPf/zjAMpy23rrrQEAp5xySl+/NFn+4Ac/iI6X8yH3OndhrhyEV03KOwbNzNath+fbRWCqrVxF1xaet3UD4jXOdVOIBZVauQ5VHurcXOiUr70O1d/krgc2YIxuKDaYiWssc6A3MbtXc7OmzKqxgNRUWwzOm9Q6460R1XXF/p8B4ocddlhoY65XK19W0bRBYHTR2mKLLQCU7xlS955PXZcug5mqcG565nnbHwPobV2CnHGNGDEi/D1p0iQAZRkTVn0FivlGN0wvf7Gd10sssQQAv1JkrhtQ3SDYXDiHbb0Cr9/hw4cDKAcVcs6yDsIee+wRtn33u98FUK6N4M2j+eabDwBw4YUXhraVVlqptL/NacxAaXudc+7llNtKlwGP0hwLIYQQQgjRIyuVW+ot29PEVLUdo0ePDtt++ctfAvCr0HRBSlvML0Yen47oTWib4oayS/22y5QxuZx00kkAgI022ii0pTSw1ePH0gjlyq6N5pjXOvX17p1XdUz2i9nb36uGR23E7373u9BWtZzY8Zx77rkAfO2ER658c4PF2sxhi6dd8LRf1eO1mbcXXXTRwG3f/va3w9/UrqTkUzcAa6jSMebKJFcjnsNXvvKV8DctHRtuuGHffptvvjmAboK0vLRt3txMWUHqzqGURYDE0oh6MFXY8ssvH9qsFZRwjTjzzDNDG+9/BpJ1EayVaqvbRx1izznbN+/NmJbPG8v8888f/h42bFjWmNgvnxGpOczryHR8QKGB7TpdXt17mGtr6vhvvvnmwP65ftLaCQBbbbUVgHLKRgYkHn300aFt0003BVB+p3vrrbcAAFdccQUA4OCDDw7bOB+6eE9p8pzLQZpjIYQQQgghekRVrLGULin/L/oYcT/Wmbd/zzPPPKGNPjM//elPQxt9Vui7ZeHXnk0cz69Oeyz6wthUTqutthqA4gvJpspqmkC+KZ7vqqchifkcd53CiSlrKKdcbbEl5q8Z8+X1rA+WuppNfsna38X8kFOajdg2apZYbAUoEp8vueSSfb/l1/5ee+0V2qhhtvKiH54dG321ePyUv2+syEXbOez5uvJ+ttpiL61fdV7nFn3wYHpHoNCQ8BqfccYZ0d/maI5j/v727zbJ/D04X618Y+tBF1h/eP5t11VqQG1bFU+LFbNw5K4RqXu07hpRfVYBeXE0KfhbatWA4r61Gjb6F//whz8MbTmxBHX9L7vSPjexLnENs1a12Dpsz616LbzzuOeee8Lfm2yyCQBg8cUXD2377bcfAGDRRRcNbfT13njjjQH4Psp2bEy/Zwu9VNOSdnUP1l03eE3sfPXmMMdrrescM9fM008/PWzbdtttAQDXXHNN39g8ja29h55++mkAwM9+9jMA6edt7nO22tZkvZXPsRBCCCGEEDXQy7EQQgghhBA9slK5NQm2oPmI6usXX3wxbFtnnXUA+AE622yzTfi7i0ACpnixDuU0H/Bfj9wAHSubrmrOeyaa3CpZTbEmJQaBVMcD5M+FqqxSpo9c2dWdi7E0XN5+3rnGxmtNVjQZ7rTTTqFt1KhRAMoBI3T/odnp0UcfjY4tJxDImmlj7lApU1iTOVzXpGiP0WUQmQ2UIXfeeSeAcuqiputKrgtFXdecFF7AEK93E5enutAkPuuss/aNyaZiqtJm/W4zH5rKuo0LhUf1GTiIGWecsa+tbjBoDp4J25u/KZfJJvLlGmZlnJvSM2f9s2OiW9sFF1wQ2ljt1cJA0xh2vEwPad8lGHTmjbuuW6qlaTCf7Tcmr9g6b9/LdtxxRwDlNI7s94033ghtrOTIqngA8Nvf/haAHwBdHfcgqutsyhWzy2p50hwLIYQQQgjRIyuVmyX2xm21V1VH9VwNRxMtdYxp06YN3BbTDjf5Om6i7agWc7B/56Yx8r5G6xYBYaJ/oD/VnR2bp+33qAbCeRoDL5l+Sg510/95/cZSQcU0gd718LRNVkt59913AwDuvffevuPH+rXEzjmmiUjJtzqeQcdP4aVpimnhvKBLT54MGvEKB9iCH0yFxeBbCxP8N7mfq3PYu79SwUQedWXMY6SsA57mmmP2CrDEsPKlDL1jLbzwwgCAxx57LNpfTOMTm8MpS46n7cwp/OSRu7bE5rkNEOe8tbL0iGkwc4ucxJ4LXmCWJ7eYxrjtGuEF48bWCO9dIvZM8+5Da4VmmjxbLISB+LSM2H6ZBMCu5cQLFqymhbNYucYCp9vImMfILcaT+57F9yeb7pbjtfPak3/smZNrXcspdpW7RtR9j5DmWAghhBBCiB56ORZCCCGEEKJHVp5jL3+xNXXWdZ34sNAmhySxJrwm5+8F2sVknArca4rtg3l3t99+ewDAsssuG7ZZU1WMWBAF26xpIxaY6O2XiycbmtFsHfqYLOtWP/K2eePOnX+eDGke98xTMfO6dw52DneR1xUocoi/9957fdtzZeGZCvn3QgstFNqYD90GytDVgsE5KTNbdRvQbxZMBd/F3AJyzZ0x7O9o0rQBcbFKXzGTuT0vyu3zn/98aGPec3vdmJt37NixAIDdd989bPPupdj1zb0PvDb+1rozNJWvHYcnX/Ybk6UNrqNJ2ubW5Zpj3azsPRIb06BjDiI2H7xrH1vn7BrcRd57oJAV55Idq+dKVZcbbrgh/D1y5Mi+4zclN2jbWyNiz5cu1mEvP76dw7EAdW9djI3X69cjNq9y53BuTv7YvK47h6U5FkIIIYQQokdWKjcLv+i6SLP2YcbTVqYCAZoEglBDYftmn20C7NpcC1YCuvjiiwGUq2DlBhTkaG+8QBWvSpYXpJWLF1RYrS5X/XtQW0rTmPs1XFfr7NWh92RTxco3ps1rI1/ADyqlNiwVZFWVmZe+0Pvt448/Htr4t52nTJM3derU6PFztsWsCtTOAP51Im1kzP29wNjcoGlPU+KdFzWbNgiP1R2Z1gkAzj///NKYmqR7jI2XeFq3rtdhLzC2rnyJTe215pprAijmIlBYVFLEqsd5cshNc1Zts8+5WB9tn3MkVuXTG1+qLUbX7yO5QWHVtlyNcBdz2HvO5c7huvLKDQzNTXyQM4e9/mOJICxe9cAY0hwLIYQQQgjRQy/HQgghhBBC9Ijq7j2TDtXRnvkzZmJukzfYU70PtQtHqkqQF1TWZEw8jpU1TbXWDBAzJXo5FruQ08svv1xr/7o5OVMmGJqWUgENMSgTK1+6G6TyT+ZUJcw1C1mqgRq5QQaDjlvdxwu68Fw+KF/PLNUEG0TDvr08qnYMTSs/evPgmmuuCX9X+/NyK3v9xcaWMtV52ykHayZt6nbgmQVjAYT2WLnrAfefNGlS37ZTTjmlr80LgPGeEdX97fnkmme9PnisuvnPLRyHnb/VHNdAXL4eXD+9Cni5Y2oTiJST2zw1Hzw5NAkW88zd3hzOCdb9oN03c13p6sq4zTrM/b01IhWYXT1Wm3e1NjmNPXLWiFRf1XzfuUhzLIQQQgghRI+o5njYsGEAyl8jhxxyyP//odGEUBPnfXnH3uptv16VJO9Nv65GOkcrYf9frdgFFOflfQG1/aKm7Gw/Bx10UN9+TFVkNaA5VXS8oL5cTSzPJ7daTyzVWUqr7B3LCxqpK2NqbWxlsAMPPBCAn/YmFgSZ+gJuqq1PaZ9zA/2qfXhz2NPceNqxOsRkbK8dZezNYS9tWyxoJJXSsHotclO5ecfyArY8yxHP3ztWXc24hfe+nfv7778/gHLQpbdGVKujeXPYm/NtiFn8vOPGjpnSNHtaobprBOellQ3nr00RxzR3NoUVjxurzOXNd++ZEzvXmPwssXXWux6epnko1gi+S9jfUsb2XSL2nMutkJgrg9j9Xd1nUL+x9xFPM+69S3hrVF3NMeemldvBBx8MoDyHvTSx1fPPXVs9Yu8AHqk5mZMqL2Ut8Z7fSuUmhBBCCCFEDfRyLIQQQgghRI+oW8W7774LoGyyYp5Gq/anOdGaR6i2jzlBe/n/vAC3XHMpyQ2mi5nLU8FFxDNh1oF5Rb1AKXvePI5X5cUzy8XM1Km8h55rCYmZ6DzTVsyE7bnQeGavNvkfOYetbGha8nKzxmSYa4ZPBWxU+0mZ2Eiu24pXycs7Z++6Nclh+s477wAoz82ZZpoJQPk+4jrhmcApAy+o1JIbpFvXPcDro3rdvcAW60oSk12bPMdcI6zchg8fDsCvkOcF9lTdK2ybZwpOBffG7onYeuDd895a5QUYeXLzroM1I+fAnNz2+J5LIa+D99xiWywPvP07tVZX568n51wXmdj89aou2jbvOne1RvBdwsqsKk+g/zlnyXUtiblkeORepyqp+gixOdxmHfbmsLcGe+9lVRl619/SdA1OzWHvfS+2BnsVIL1733vvyZGvNMdCCCGEEEL0+MgHnRZFCCGEEEKIDwvSHAshhBBCCNFDL8dCCCGEEEL00MuxEEIIIYQQPfRyLIQQQgghRA+9HAshhBBCCNFDL8dCCCGEEEL00MuxEEIIIYQQPfRyLIQQQgghRA+9HAshhBBCCNEjWmD6sMMOex8o1z4fMWIEAOCxxx4LbaNGjeprW2eddQAAzz//PABgnnnmCdteffVVVPtlpT5bj3vGGWcEADz++OOhbf755wcAPPjggwCAMWPGhG133XUXAGD55ZcPbZMnTwYALLnkkqHt6aefLo3pueeeC9vmmGMOAMDf//730MYa8LYeN+t0zzDDDKGNNeDHjx8/uGh7hf322+99oFxPfK211gIAPPDAA6FtxRVXBABMnTo1tC288MIAgL/97W8AgFlmmSVse/vtt/vG98YbbwAo11Xn34888khoW3DBBQEA999/PwBg2WWXDdtuuOEGAMAGG2wQ2q6//vrSGAFg0qRJAIDFF18cQHHNgULuHDcAfPSjHwVQXHOgmB9W7hzvIYcckiXjCRMmvA+U68s/++yzAIq5DADTpk3ra2O9el5/r848x22PYeu7s81eB15rzhevvrxX397OER6XfVgoIytfytX2Qfnae44ceeSR2XOYMrZ9U3b23CgLe29xzjz11FMAgNVWWy1se/LJJwEAc801V2h76aWXAABzzz13aOO85jaguI9ffPHFvj7uu+8+AMDSSy8d2h5++GEAwCKLLBLannjiCQDF/fDmm2+GbXPOOSeAsow/9rGPASjPVw9eu0MPPTRLxscee+z7APDOO++ENsraHp/z1I5zo402AgA89NBDAIBVVlklbKPMZ5111tD28ssvAwCGDx/edyy7DnPt4bph75t7770XQHkd5vFHjx4d2ijf+eabDwDw2muvhW2zzTYbgPJc4T1k169//vOfAMrzjL85/vjjs+Q7bty4vjKxr7/+OoBiHgHFfJx33nn7+uCYOC8A4N133wUAzDzzzKGN12ummWYKbW+99VbfOVTvTXtv8T6yaw/P2a4znAe8lnYNpnw5RqBYt2y/XIc4tyy58xcoZGzPg+Oz9ybnpJUxx8jxWdkR757j3LB4Mpt99tkBFM9MO05vzed9DhTXk/3ae5Rrrh0H+7PPCG63MuZ1P+yww7JkPHbs2PeBshxeeeUVAOV7mfK1a/5mm20GALjnnnsAADvvvHPY9tvf/rav7corrwQAbLXVVqGNa6p9fnMt4TvgQgstFLadcMIJAIAddtghtP385z8HAHzuc58Lbb/73e8AANtss01pjACw3HLLASjuS6B4t7By4LWxbby/JkyYMFC+0hwLIYQQQgjRI6ri4Neb1URQ62a/hqmxWWyxxULbzTffDKD4KrNaAX61sC8AWGaZZQAU2gSg+KK0X2rVr3GrOVljjTUAFJokAFh00UUBFJosoPiCYZvVevArzmpT+IVpv3qJ7df+Jpe1114bAPDoo4+Gtttvvx1AWTt20UUXlfYHgFtvvRVAoQX461//GrYtscQSAIqvR6DQ4lKrCxTysTKmJoPaEHuOn/rUpwCUte2rrrpq337U6PP68NhAMRfsMf/xj3+gCrWiVotqZZIDv8btPLHXm6y00koAinMHiq9777qzzVo/+LfVUrMPq5Wwmq9q/9QsWI0FtRExLbXVAHlaYp6/HRtpI1+L7ZsaLKvZplbWypjWJt7PtFYAhTynTJkS2mg5+vOf/xzaFlhgAQBlmfE+Zh9W/rSE2DZav2wb1zP2ZWXDc7XaHs5he86Urb0WnuYrBtdLT7NoNYWc13ZtvvrqqwEUGk1rIeL9evfdd4c2anZvueWW0EbNuT0WtUKcy1ZjRvnae46WO7sfrxvlZrWulKG3RljtFOVq5x6fObnwHOw14rPHjpfPKNtW7cM+e3iNrByovbLzjNfXngOvIdvstef+dp6xzWrahw0bVtrPyo1tdi5ynJ41yj6/rRU4F47frpfsxz43+Nyy8uHzjfeS1QBSPt46bDW2/I2nxeV6ZPv1NPG87vZYHBPH4Wn4PUuHtw7beWXvhRx4LvbacT2g5hYoLHP2+c31lfPlwgsvDNsoh3322Se08T3rm9/8Zmjju4+1Lq2wwgoAfIs+tcP2fW/jjTcGUH4X4HE5RqtVZpu19vE5aLXlfH+1/XJOxZDmWAghhBBCiB56ORZCCCGEEKJH1K2CKnIblHDGGWcAKJs9PDPMh5mqGc06p9NM4jniW/MzOeKII8Lf1jyUy1VXXQUAGDlyZGibOHFiX3805Zx//vm1j/FBUA0k8YK+bBv/tiYrto0fPz602XlXZxzWpHjkkUf2HSs2zhjePPHw5k7usTy3jrp4gT1k3Lhx4W/rnpELTd80ywG+jGMy6OIcPwhS6wTPz64T1vSeA2VjTYFHHXUUgLKZ2Auw/DDLNbZGeG2xuWLla10LcqDp3B5rwoQJAMrPNsrXu+axc/D2a0NqLa22xcbhyde7T3k/A75bSQquv/Z4vGb2eHXX4S7ntyeLFNVgaW88Xl/eGjF27NjQVvc5R/cYO185h701OPe6e1xxxRVZ+1122WWl/zOQr2s8l6PUGpzzribNsRBCCCGEED2immM6OtvAOc95nV8rNmCIgUJ8Q8/VZthtsa9hL0glt19qjvl14X1lpMbrHb8JTInGVChAob2zjvye1qLqhN+VxqgqA9tv7HztfjnWBNuX90VLvIC1XDhP7Xg8eXnkaDW9+ee1eX3knovXR8717eL8cmAKQc+a5H3V2zRG1bR2Xc1hHtebV15qPKtdqUNK21k9JtAfkJmC8rWBjAwu8fq1QUQ8f0+bGlvXUrKvnmPuXLPE7vk263DdNYKWDxs4FwuEi2ndvDU7Vzbec8ibU9789c45lg6u7vOzrkWtCuek1TrHLEmp50B1f+/cUn1U+/PeEVLvIznkrml27tRd+yhfbw325qs3r2OW9KHCHovPau8e4rmknqO58s25ltIcCyGEEEII0UMvx0IIIYQQQvSIulXQzGRzxlH17anbbXBIVb3tVbCx5lX2Z01bxOa2Y05O5q7zqnJZvHFWTaieGj/XrFjXRFqFwTm2ShBNJKmctDnjy8U73xzZtSHlekHZtpExZWjnZkw2nhktFrySMunETHyeWdmTeV0XitygELalKrql4H1nr6fXZ9VEBhSuWF41xJg7ibefvV+q89T20aWp0LsfPBO4V10zF7pE2PuArgD2vLifdaHgGhubr03kETNJk1yXE+LlcU7hzeG6JmkvPzXxgsViLnq5gdy5c9p7Hnn9eWOvytqTr+fK4f0m13Q9CC9HcCpQrUrucXNd2WL9xaqXxlwtvLU8dX/VdXHx8GoxcG7aMXGNtGOq7ue5H3T53Ld4eaG9954YqTnVFGmOhRBCCCGE6JGlMvIqvKTSyVAj5FWI4jarOfa+TDbffHMARX1tALj33nsBAHvvvTeAovqKPYbt16tcU/0CbKM5aeuwz2PbYEYviNGD1bm89FvUQqS++IYq3VAXeHOnLm00SzkBnp7mJVf726XsczV33m/aXm9PxrnBNtWASS/IyM5hT5NVd55wfbDWmhdffLGvj+o52HvUWiJiePOkrrw9C0MsYMyu15Svp43x5Btbc+oGS8asMF4fTbRTTYNVvT5yrUDeb73/x4LFvHlur5v33Mo5h1RbdVvqmnYdkNVWA92WL33pS+Hvc889F0D8HO22WAo/7/+5aem6eJfgfR57z2kC52RdS04KrsF2XepiPuSec86xpDkWQgghhBCih16OhRBCCCGE6BF1q6CTd8opneZGqyKvOojbbbHgAWtauuiii0rbAGDEiBEAgDvvvBNAOiAmpmb3AiE8EwvH5Jkm7bGamAWZl9ALRPSc6+0x6E4RM4d52xjMY/fLNRNPTzyzVF0Z00UlZTqOmTtjLgLeXG5q1u0az0yXqtTXpNol56FXicmuHZ7pr+pOkWvaTVXV4t+zzjpr39iuvfZaAMCKK64Y2jhPWGkKKCqDskLjvvvuG7ax4lcqeKSLOcy1wZ6zF1DlybduNbMcU3wTPDlUgzY9GXlrYCr4rO4c5trnrRGpINzqNnvsmLl8tdVWC23rrbcegMLMDxSB2l6QubdWUZZe0F3s2eflh04FLzd5zlEuqfWnaUBVam4uvvjiAIDTTz89tK266qoAgP322y/rGLHqcp48vWewl6O62hdQX8aUL4NL7TFsv16QXpUmwcvsb9KkSaFt1KhRpbF5gfXevWQDiseMGQMAeOqpp7LG4bmKVcc4aHtfX1lHFEIIIYQQ4v8AUc2xVyXGIyfoLQXf+BdbbLG+41v4ZRR7868bRJAKlomdQ9s0Ijx2Kp2Wd745Wp6ugyx4nWzQI7VoVvttv2Dt7wBfKxPT9nQxXouneUlpJwfxYQletOSmSIoFFdYhprm18vHmcHVcqTUkJm9v7AxaXWqppULboosuCqC8vsw888x9v3311VcH9rvJJpsAAC6//PK+bSmNfV0Ze0GI3rFyKrKl0qvNN998AIBXXnml7/jrr79+aPvjH/+Y7NfDu+diwWGpa8+2LlJN5VZUi1WyS60H3P/4448PbbRunH/++aGt6doTk0PqXGK/6SpoN1aZrWvssf785z8DKFeP/MY3vgEA2H777QEU6wIQt7jEAueavEu0SQxQPW4qqM87RnVdSQVFe7+7//77AQCjR4/u28++K+Rgr9FVV10FALjxxhsBAIcffnjY9vrrr/eNt8s1QppjIYQQQgghekTVlfQ9Sr35e2k5qv6a3teIhdpH+8W28cYbAyj7Ylk/wRzqfoHHtBip9HVN8FIyeXg+x1X/pVwN2yyzzBL+/uQnPwkAWGCBBULb448/DqDwd/vLX/4Str388ssACo2cPQer/T711FMBAGPHji31BQA//elPAQAPPfRQaPvJT34ycNxtNAue5s7rr5rMH+i/JnZbbF5Z+bIPaoeAQktO/1abIowyqZv6y16PlVZaCQDwwAMPhLa33npr4G/rpuiqwjnpxSZ4/m65if7raq3s/ON6Qr+3Y445JmyjRthqKH7zm98AALbccsvQxmtBf8V55503bHvmmWcGjqPLRPSA77PnyYTrsLXCfPnLXwYA/OpXvxrYr11TbDxCU6hNt7L0qPpwtpmHqedLzm9T66dnSc2Zo3Y9mDhxIoDyc2zq1KkAyik5c545dhuvvT33qj+8Z2Vokj6syfzOtXx2qU226wznImOVgEJWLHLGTvbY3wAAIABJREFUZxAAfO1rX6s1jty0bdX9LW3mP9/VmvgL56Sys88oXsvTTjsttC2zzDL5gwVw2GGHAQCuvvrq0MZ4svnnnz+00ef4s5/9LABg7rnnDtu22mqrgeNNkXOdpDkWQgghhBCih16OhRBCCCGE6BF1q/BMNR5eQF4s2ILmKZs2iQ7zNIcCwIQJEwAAv/zlL0Pba6+9Fh1LdRw5pPaPpUVrYpayUBYpGecEM+Vi5b7ddtsBKAfb8Brw+tvUPp7Z1XO72XPPPQEAu+22W18fNH+vsMIKoa1uoFUunkk6NyCvOndz59U222wT/t52220BAGuvvXZo47W214EwkNEGN959990AgMsuuyy0nXXWWQCK6/GFL3whbPvKV74CoJyi6I477gCQX72vDrH0QHVNuU2uNeXJuQwU7kIMLPvRj34Utv3pT38CUAR0APGUbDw/awJ84YUXao+TNK1+lYLnYPv33Cmq/eb2n8sWW2wBoEhTCfgBjyR3/sXWuzZrBPtNrRE5AT3eOBj4BQBbb701gPJ6yPRisUC/VBoqXsM555wztHEtYVq4VDWy3EDKum4rFi/IPncssYqDKSZPngygXFF3nnnmAVCsEamUcjnjTM3l2PY2Qbvs15Nv6vg5x6JrGVC4YNLlAQDefPNNAIU7JVC4XXCbDfL1uO+++wAA11xzTWija2312MDQB8NLcyyEEEIIIUSPqMoglrDbS84eS/dh+6Km0Tp5L7nkkn1te+yxBwDgpJNO6jtWblBPU3K/TtsG3+SmF/GCHqtjyA3Ie/HFF8PfTJFitQEM6KJjfJsgHV4vaxEgTTRWda+tl3S9rtN+rsZqoYUWAgB897vfDW0sJGGvW6w/ytrKfKONNgIAbLDBBqHt6aefBlAE2h166KFhG2U+cuTI0EbNceoc2qQTyk1jFdvWJjXiiSeeGP5mIvkDDjgAAHD99deHbQwqzYVytOngdt55ZwDAd77znVp9NcFL0RZbh+tq9mwAn3dP7rjjjgDKATg2mHEQ1jLCNYdrC1Bo32PnZ8m14NRdI3JTlsbG5t03lKUNAmPQnS1qwADlXM2tB9cLphgEgOuuu650zCYFfkjboF2Smzoud1ssgN5aND//+c8DKAdC8j7hc27ppZcO23hNrLbz+eefB1Beo6rvI6lncGwOt5GxFxSf21dM+80x2YBuWiIOOeSQvv1uuummOsMunfP3v/99AP3aYstBBx1Uq/82SHMshBBCCCFED70cCyGEEEII0SNq147VkrfEarh7JigGI9BRGyiCB6xbBR2+bUADt//617+OjqktXecqHUSuCTQWMJRrguGxrIl5jTXWyPoteemllwAAs802W2g7+uijAZRNrQsvvDAA4MorrwTgBwZNmzYt65hd5DDtMv+hxeYvvv322wEAs88+e2ijCf+CCy4IbXS7oJnT5oh87LHHAJSD+j71qU8BKFw0gKJCGfuwlYMY0GCDV6dHsE3K7B/LJ5sbAOPBQEV7Le655x4AwG233QYgnuc5Bc2pt956a2jjfO7K3ByDa17KBYvb7Vz/4he/CKAIlLEV/dh2yy23hLbYfXLOOef0tdGcTzeWQcw111wAgHHjxoU2BoxSbnbuxVz6PNoERudUFhx0rCr2HOhywwBZoMhHbiuJxaqQ5bLpppsCKFywAODZZ58FULgG2GCt2PMkRVfPxi7vF2/uWDcS3q903wQKtwAvdz/XZCYKAIr70AZLk5h7x/TIJR2rotkF9hy4lt57772hjc+8uushg82BvBoWDF5tQm2ZNj6SEEIIIYQQ/8tonMMnN3iC2K8IftHZLzt+XV966aWhjZog+1tq3brUHHvnkhuk1DaVW2wMXrBN3cpptl8GEa2++urR37Df3//+9wCA5557Lmzba6+9SuMBiiAAav+949tUWkyhQ+0yUE6rFTuHptqGVIobr/9qoKntg1/oe++9d2hj9R6rlbn22msBlAPmqqkPb7jhhr5x2GpN1F54155j+93vfhe2eVq8odK6pfpMWZO8gMkcbBrAzTbbrG/7xRdfDKAc+JSDHRvXGt4v1EYDhQWlibaxroxjqSRTx7rwwgtL/zbBC6qOHdM7P2rn/vCHP4Q23ge5Aa9DFRgdq9CXmr+xlGuLLbYYAGDYsGF9fXjV8Opig6+oEeXaChTPz1wLcO4a0YbUc26o+uXffH4BhdVjwQUX7Ovv61//OoD0PR9L99kmXV5TcoPy6/Zn39V4rrQGAcUaabXqtLgx8NYGQvPet0GQHgwGPv/880u/G0SXc0qaYyGEEEIIIXro5VgIIYQQQogeWQF5uXnyck2HXn8MFLF5BdnHqFGjQhtV+SNGjACQH9RlqY7NmqdoPmjiON9ElZ8r47qmVfZrTc4/+9nPStsskyZNCn8zSM9WuKpig0digSQcL6sdAsDJJ58MoFwlaqhymHr5c3OpHsuaJTln6EoBFHPn0UcfDW0//vGPS9tiY/SOCQDvvPMOgLLbCl1SGMDnubTkkgqEyv19bhBVG5MX+7PmTmKPb9146rDmmmuGv3fZZRcARZ71iRMnhm2Ud8qc65ns6+K5VHUt1xixOcHc0t543nvvvfA3K3Dae6NqkrZ5aXlMe+zcYKOmcugiT7cNSl5vvfUA+JUwbfAo10EbjB5bt5j/366pw4cPBwDss88+oY250Olm5c3L6ZXPP3eN6GIOx+brV7/61fC3rThaZdFFFwVQrL2AXwm46hbWxm2kzTo81AkErKse56S9X+nOY9dluhVR5tZVcNVVVwVQfveinKz7hRcE3AU58pLmWAghhBBCiB5RzXGsclBuoEI4kPlC4BeS1RzyS4kaYaBIp3L88ceHtg033BBAkTbLflkce+yxAMpO4aw1v9xyy4U2BknxHDwn7zZpdergpTGKOfdbuVKmHL/dxi9fVvoBypoJQo3myiuvHNpSaZmaYK8Tj+VpkbqG55fSOsUCw2LzxAbAsI/x48eHNpuqZhDeMe14Odet9vlb3/oWAGDq1KkA4tUp7d+eBrut7GPBjqm+vfRjMZiazc51XhebHssGPFVhyiarJWYFN1vx7owzzgBQaDxs6kmS0sZ51NXy8D631zg3YMwb56D+7TG23HLL0Mbra1Nq2mqNg6BVAwCefPJJAHHtt7V+ePN5qNZkL+C2yTMPKD97rrrqKgDlAGiuF1abzON6QU8MhrbpIamdtvuzGt6ZZ57Z1wfH7WnpmlQObYL3nKtua0Pu3PjMZz4T/ub58nlnU7nx+ngV52Ka7jYBcV0E000P6xHXW1tpl1r4nXbaKbTRwkFZ2gqjTNtm58O2224LALjkkksGjiNlZahriY8hzbEQQgghhBA99HIshBBCCCFEj6hbRW7loBwzYa7JwJr077rrLgDlqj90F2AbVfdAUVXMqvu5//333x/aWCGuazNdG6f4lHxygiWsg/yee+4JAJh55plDG82W9ry32247AEPjSjFobD/4wQ8A5AfYtJErzWKeObdNTkq666y11lqhjW5CDz30UOPxElu5kME7Nhf05MmTAcSv2/SozGRJ5eBuGkRmzZ0M5LC/Y9U1VgTzsMc+77zzAJSrZf32t78FUJjCgSJXsg3KaUqbPMdeQFXdNSIX9ssqi0CxbtClDYi7VXC8dP0B8iqydZUDt64cuDZ1UUXTrq077LADAD93ug06mmWWWQCU3SToAsd/PTlYNxBWzIy54nX1fGpShS12HWN5g1O/rbMPALzxxhvhb56HXV/IRRddBKDIbTxovLF52mYON60EO1QV8qzLE+epdV3js4/VXIHChYhjs7npmYDBVh2lzIfSvYfkyEmaYyGEEEIIIXpkpXJLfcXV1bq10dg+8cQTAIBXX30VAHDCCSeEbXT8ZgoRi025Va181oauvqhTX/U5X5/2i2vdddcFUE4ZxC89m87GVqwaCr73ve8BAFZZZZXQxpRyVtNngzOrpFJYxWhzjVlBiWOzAUmcd/a6PPDAAwCAKVOmZPXPeWgDJfm1bavm8RxscB+D9GLzJ1f70rZCXps0RjkaJRsI5/U7ZswYAL7GYcYZZwRQVOAECu2GTVV40003AQAef/zx0EatEftNabg8YoFzueRWEWyqTfZ+ZwPLiJ3/K620EoAiqNEeh/eLV1EyNtc8y0OutrzNHK6rqco9ltcvtW42wG6++eYDUE5jyuClBx98EEA5gO+1117rOzaD12PjTQV05sqh66Cvuu8Pbbjllluy9jvrrLMAlC1z3rXOCeS2DFXKUl673EqwdfHmjnf8s88+O7TR+slzts85BuPfeOONfX0NVVq6umuENMdCCCGEEEL06KQISHX/3N+2SWRPHxhq0ICyb3IVq9VlcvSFFloIQFxrmcKeQ5sCCnWOMwgrO2plbXqrH/7whwCAP/3pT3WG2Aj6MjM9i/XlZM11myYnNl/aJEfnb5t8jVJzTG3PEUcc0beP7Zepv1JzmGOixujQQw8N2yg3716yvvRVzV4XhTXa9tM1tHR4RXqsNpkadV4vAPj0pz8NALjwwgsBlP2GmcrRXk/6cMeKtbTBzuGmKZ668In1aKIx5Nrpwesw//zz9/22bnGo3O1drBFNnnNNscdiujbLfffdV/q/ne8somQLfiy//PK1jllXW9v2nLuwcHUBn4Ee9ti0KllNrLc2xIqbkFiK266oO4frkrqnuEazcBLQf65W+/zXv/4VQJHiEZi+zx6lchNCCCGEEKIGejkWQgghhBCiR9StwsMzf1OlHjPV5JqabQAZzc7WZMYgGbpCbLbZZmEb0wVdcMEFoW2rrbYqjREogp5YVWi99dbrG49N7xKrttWWuim2YhW57DZWBLSpaJhaqU2AWwxr1mZ6rQUWWABA+boySGreeecNbW+99VZn47B4wVS5VAMJrEnumGOOAQBMmjQptDG4wMqB1ayeeeaZ0DZs2DAAhZnOzk2O15rwuH3ttdcObVV3HM9s36TiUhM5eSaqpiYya67nPLFQdtYViufOFG1AUeGNZlEbKMJKmtbVImYy5blYEytNhNPDFNjm2nWZBouyB4r72jsmTdK/+tWv+o7hBTB7aai8QNpYCsY212F6ulN0AdPA2fHkrJ+pNaJN6rHcYzdJKdnleBZccMGB26ZNmxb+pquWnYdM+ReTWZs0ZG2CStu4D+aQcsOhmyvXBQ+bzvGKK67oa/Oonk+T5BCkrmubNMdCCCGEEEL0iGqOc5zNc7bnMMcccwAoBxnMNddcAMoai/333x+An/R88803B1AUAwHiAW/rrLMOgPL4qUFiqhGgKDzw3nvv9fXRNpUbv4RSKcdiSeDZh00PtPjii/f9jvunCmLkjNfuzyT2Nq3eqFGjABRfht/5znfCtocffrhvHDHsfk2Tozf5ouZc4LUZMWJE2MYUPzaFEgvN2ETz1HDaOcyxeAVKGKDw/e9/P7R9+9vfBlBOR0goj1TgSIy2qdy8fppiU9gRBnACfvAs5bfTTjuFNmovOSbKECg0xnXH25VWpqlWyK4RuYVsuuTrX/963/E9eA3tfZAKxAK6G3/TgMQPi2Y4hS1eQ2yBhUF0pV1v8pzjWuetTdPD+sIx23RiVWwaR1r/bOCzdw5VWXjBd6niSN5v68Ix2WJb0xOeF1MPAuWA3Co5Rc2aEHufqWsxl+ZYCCGEEEKIHno5FkIIIYQQokfUrSLmZG7V0gyc8epvE2v2pep/iy22CG0nnXQSgHIwHU3xNucjq67QbcCaNWabbbbSuJtA0wkrFAGFSdxzq7A0OW6s+pbFMxfQZYGmon333Xfg7wBg5ZVXBgDcdtttfcfPxRvb2LFjAQBf/vKX+7b9/ve/B1A2t0xPM2abY9iALQA47rjjwt+rr746gKJSmGXmmWfuO76VG+8NBoT+/Oc/D9toivrNb34T2nifrLXWWn39cv7bANKqS0Ed2lTIa0L1PJhvGABGjhwJoLjXU3juN+zfmqJzq2RV74028mzjulK3+lbdvnKx63UV60LxzW9+E0DZBcar3FU32Gao6CIo2jOhe21dsMMOOwAoBzlfdNFFyd/ZazC9XYpyzehtqsrFuOSSSwZuY78TJ04MbXS5vPnmm0Ob5xLCa8t3Gi/ftn0vitHGdcUGdecQk3nufWj3W3TRRQGUg8ar2LU95kaaG7TbJhhXbhVCCCGEEELUIOtzI5UiyNYfDx33vmSoCWZKtUH9kZ133jn8veOOOwIoNMJAOeisypQpUwZuq4v9SqQmkCl0LF1pP1MpdbyvJH598d/jjz8+bNtrr70AAHPOOWdoo8bMpqZbZZVVAACPPPJI1jg5Nqsd3XvvvQGU0wkxhRyDeLrSnjTVdHcRaGYrWTFI89VXXw1t1OSk6tvz63fDDTcEAGy88cZ9x7LXksEhtkJetS8biJET/GTb2lZ5bEN1rttgWt73KYsNYYVCCwNqmJqpzdhScyh3jjWtkJfqv6k22duH6S6BwirhBX3RusL1Biju/bry6kq+deH6mdK+xTT4baq9Ej7vAOCss84q9bHrrruGbbQ02eCyTTbZBABwzjnn9B2f97Q9Py8VYZvqhSliqcbqpuTKxVaHZWpHD1bMZUA1ULzTWA2nV4WOa72n2aRlt6uA5xi8xqlnD+lCvsOHDw9/X3755QCAmWaaaeD+1rqRSkBQxXtWtfmtKuQJIYQQQghRA70cCyGEEEII0SNqR6KKPlatCCjMO9bxfJFFFgEAbL311gP7t6p9BhE99dRToW3ZZZeNDa8zrIr9/PPPB1DOi8rcsx5tg0hygw28a1H9jTU/M0f07bffHtpWW201AGXTB53krcmNpqF1110XQCEToHDT8EwUNE8BwLbbbgsAeP311/v2b2PSqRuoUDV7DTo+3RJsxZ7YOHnO1uWHldeOPPLIaB+UBY/pmYrs9WBgEwOdbL+cDzZ40HPBya1i18RsFcthauH52kCtqlnaWxNS8LfWrYdjoetKblBMrP/YvWfbunYPoHy9HM/efqlxVvH2sWsv1wGb85UmVQZj24BQ7peaf2zzTNLTM4+zl2/cu0Y8RysH/oZj9wKGvL6sGxTXSK8iJH/7i1/8InoO7M9WKON8YZ7w1P0ZWw/augN463D1GIBfW6HpdY9Va7NcdtllAMrVZPlO41WB8559uevrUOU55vVPuQtwPzsXqmPKlTdrUwBFNWO79lTrKtx6661hW26gcqwKcJtcyQrIE0IIIYQQogZRzTG1aCmtH7+k7X45wXF2/wceeABAoXEEgNNPPx1AOeCPX9BXXnllsv9B8CuHx7SVx3h+3le8R9sAJn5ppep+ewEUOay55prhb375Wq0krwEd6gFg/fXXB1B8+dnAD+5vtVgMVPvsZz8b2qhtj423SaBC3fPPTRvn1XivW8FrwoQJAIAXXnghtDFg75RTTgltrCjI/mwQBa/zs88+G9qo+bFBZbGv/brVDtuSOzc9zWdVM2A1vLH9t9tuu9B27rnnlsYBAEcccQSAchrIusRSHHn75KT68vpNQZmkrCbUBnVRYcoGdlFLbPulrJm+8Zprrukbh0cqyDi2LXb+bdJgcbypNZiWOa8KmndMTyPOQGYb0JwTnETtMlA8m+y6waqEdt2oBmelZJ8bkNekQp4XnBZ7znkyjv3O41e/+lV0O2XK4Ee73vCZ543Ds4hULQh2v1hqMkubwD3KNxWQ573TNZXvoYceGv7mM82D65dNBDDo2IOo+x6R2xZDmmMhhBBCCCF6RDXHng9bzA/Zwu2xLxmrkfQ0d7H0K23geZ155pkA4tpwIP/rpk3NeauBjvlwpmq3V7HbKO/XXnsttDH9GJOeA2X/wSoc0w9+8IPQdtdddwEAnnjiidDWhX+gp3Wr+0Xt+WJ5/sXE873mXE757PEYJ598ct+2q666auDxPW2ptVwstthiAIBXXnmlb2w8pucr7flwpjQhTeaw508Ym8NWxjPMMAOA4rzteXB8I0aMCG3XXnstgHRhkBNOOKGvvyp1iw94fpCptHldyJjzxa65XRRG8GB/p556amij37ZdIzgWxjYw3SDgz4dYsSP+6/lB5qYlbIP1/yWxGA97fP6W+9t7mW025dUee+wBoCh6BQA//vGPARTWDqC4H3h/eHiyjMkmJV+vrStZez7Zue8Sdec4x2wtwsQea4MNNgAATJs2DUD5me+lj8zxK26yRnjUlTuf7UP1HuHBNK1AEaPA4lhAMYeZgtTKlPeNl5o2ti6n7kfPkuPJMmcNluZYCCGEEEKIHno5FkIIIYQQokfUrcIzJ8bU/VZVTTMbzfZWpW7NFx8ENKMccsghWfvnpl9pYuLMTfeSM4bU8bndph/zzO28djRnv/HGG2Ebr53nXF/XLJNK4eP1W7eGPM0wqbF5c72LACdiZZiDlS8DR+04qu44nmnJtuVWTmpC3eApu43nGTM9Lr300qGNJjq6mtj9Dj744NAWc6eojjt3e64LRdvjVvHMzlWXn0Fjaup2YU38Xko9pm1kmkebStAbU04AWCoNWiyYyTtWLrHAQA87pmqgmedKYucig8ytTMeNGwcAGD9+fN+YcsY9qK16Hboy5TeZU976O1TV4mIBrPaZ/+CDD9YaT07qy9QaEXMl6SJtoZUzj5Vyq6hbrc7Dc1/kc2vfffcFUE716t0vOfdh6jnnrRFef6qQJ4QQQgghRA2iajgvPUnuVwb3YyqrDxMshvHYY48BKKfJaap1AJoFM+WmciN1gzBSeF9r1A4/+uijWX2kilhU+/eO6Tnjx36bizeHY1qM3DRNsWCHtun9gHztmBf85I03lqqubVCXtyakghcH4WnebNpG/r3GGmuEtiWWWAJAuVhNlTbFTWLBWfZax+ZVmzRNXsq/2ByzwXG87mzzLD4WnrOnjaHFDQBGjx4NIJ5uL9XGY3n3Eve3Mo9pwNqswznB494xLdWCJrbtzTffzOq3zX0YC0SKaTy9+ZsKKO3KChWbw156y5gmdJlllgl/ewGWPNYZZ5wR2uoGzHnzqhpo6AXN2vP0Uql51F0jvPeI2Luat1/d58FWW20V/l5hhRUAlK8NU7099NBDyfEMgmsDAw69NcKuQTFrb10LtDTHQgghhBBC9NDLsRBCCCGEED2y3CosNM/ZfI6eifHDzB133NFZX9b808SU7JkyaEKw5oIc2XaRu7AJnhkmZt7wXBhiWDNZXRl75888zjZItFrpyBKr5NR1ntlccoIFPfOn56Ji92tzPva3MRl7Lh51j3vbbbe5f+eMLSYzu40yjrn85AbxWDNe0wAYO/c9VwQey67NHB/z5dpjb7LJJgCAb3/726FtzJgxpd8BRTW3Sy+9tK/fWJBcKjCwKl/vt6mAR0++ddcIzyROednqrNweC6YaqiCzXOq69qTmtLdGNJm/3j3vvUtw/Lky5rPSq5hrZcHc822SAXjHzwn4zp0TbWTsuSHNNNNMAMrBsrF7zoP3hj0H5uC3wY08/1tuuSW0PfzwwwCKezNWRbL6N+G8iQUlp1xNOTb7HpFz/tIcCyGEEEII0SOqOfY0T/zKq5tu7H8aXvBLTPsB1E8zZn9j++bXUq4W88N8LWJjS31JEqt18IItYnB/+yXJoKRc+Q5VNbK61L3OVlaxNDn2K7rJHPaCgahxazM3Y/t5Aaw5qZaaHD+2f0o7T+w60TSgybNS5aYpYtCx3X+hhRYCACy11FJ9/dp5MHHiRADA7rvvHtpyNKWpFKA58rUV4rx1kb9tM4cpV2/+5qaAHPT/6UXsuLF70LMaedq8tmuEV22XltG61joL54QNDnvkkUcAlFNAetal6pxMaTFjbTH5W3l57xL8264RdZ9zxF5PPudSaeNibV6QJq/bLLPMEtquvvpqAMDxxx8f2rjmpILj6ozDa7OVlmPXo+4aLM2xEEIIIYQQPfRyLIQQQgghRI+sCnlWLe/lVe2iwsqHjVRFH8+U3CT4jap++1uaVFJ95xzvg3YFqIuXX9UzS+XCuemZVFL5UOse64OUdcp05Y3NC5RoU/3K/tabw946UZVxG5eLWG5SL0DDw9uvrmuGN4fbBD161SM9s6AXOBgz+5900kkAgFNOOSW01Q1mi62DqYp3VfmmzPme3Lx7ue59y/1Ta4Q3H2LBmrFxd01T96HUPtVc30Cz55wXuMY+U/Kszh0vN/Ndd93Vd8xUoG41mDO1RjSdwyl3DcrBc4PLhcf33DxjOY2rv8mBbhUrr7xyXx9enmeen51DsUp23thi8zv1/snj2veIHPlKcyyEEEIIIUSPqOaYwRD2K+qwww4DUP4aYWoPm/ammmrI0yJ4X5GeltoS0+aQVAqhKl6KGzter6qNt18TDbqXYumggw7q69sLaMiRQSooJqeKUu5XbEzuqYpDXqWtmGYhFzrr26/Ggw8+uNQ/UMxhO47q+ae0s97XcEyj4GkEu5jX3tyMVRdrkwYLKOaw/e3+++/f1zevhQ2wjKUCi5FKzVa9ZrmpxnIrUHqpsDzZeVqTpqnG7DlwDttgFGqerHyrlj7bR6yql6cp9LSosSqqKctMLCDKk28s5Zsdr5c2LAbnr/3dAQccAKAsX+5nU4/xuLHnknd/131GNSG2zngWFW9eepaPuvK1/VgOPPBAAGWNqbdGxN4liCfj1Hzy5m51W24attgxveecZ12y1H3OeXPzG9/4BoByxUwvfV51fnhVFlOW9Nj6WZfYNfLWL28Oe++bdd/VpDkWQgghhBCih16OhRBCCCGE6BF1q2B1K2tSGTZsGICy+ZnuFJ7phSYRz+zhBal4laRSJohqH00DXuxvrdqdpghrdvJU+k3yl7Jijx0Dj+cFPaYCRHK2pUwf1d/kVgGLmQ9TeQd5zinzWN38j5ybdl6xcpA9Pq+DF/wXM/17VY1S16hqis0N1qqbx9cLzkjl10yZwj2YT9PKjhXy7H3ENSEWvJVySckNfKr2l2vit31Ur1PRtVwiAAAgAElEQVTMrQAo5qY33jZ5jr05zByjdh2mfGNzMuUG5LlaEC/Ak8dKzbXq72x/MVcDe0yvX68yWN01gvPXXl/K11sjbP9Vc7O3fjUJFoy5dOWasGPmck++3vwlbfMce3OYlRftHObfdr/Yu4RHritEdf7H1g/bb2xeey4Bdryx55w313N5++23AZTvfc5h66JC+XpuU55ra2yNSK0lOWtvSr7VflNuVtzfc6Gwbr82f/ogpDkWQgghhBCix0f+p6X6EkIIIYQQYqiQ5lgIIYQQQogeejkWQgghhBCih16OhRBCCCGE6KGXYyGEEEIIIXro5VgIIYQQQogeejkWQgghhBCih16OhRBCCCGE6KGXYyGEEEIIIXro5VgIIYQQQogeejkWQgghhBCix7/FNo4dO7avtvTf//73vv3+8z//EwDw1ltvhbZPf/rTAID7778fALD11luHbTfccAMAYN111w1tt99+OwBg1VVXDW3PPvssAOCFF14IbbPOOisA4IknngAALLjggmHbVVdd1dfvFVdcAQDYcMMNQ9udd94JAFh99dUBAJMmTQrbFllkEQDA888/H9qGDx8OAPjoRz8a2j7ykY8AAP7lX/q/L8aPH/+RvsYB7LLLLu/bYwDAbrvtBgC48cYbQxvHescdd4S2f/3XfwUAzDLLLACAl156KWybZ555AACPPPJIX5uV51xzzdW332KLLQYAePjhhwEAo0ePDttuu+02AOXrdPPNNwMAll122dD25JNPAgAWXnhhAMDrr78ets0xxxwAyvNl2LBhAHx5UtZ2vwMPPDBLxscdd9z7APDf//3foe2ZZ54BAMw555yhjeObbbbZQhvH8u///u8AgHfeeSdsm2mmmQAA7777bmj72Mc+1jde9mHLtP/bv/1baT87Ns6xf/zjH6FthhlmAAD8x3/8R18ftq3KP//5z/A3z8HCMXHcdixjx47NnsM77bRT3xzedNNNAQC33HJLaNtiiy0AFPMKKOYCx/rmm2+GbZSdnTscs5XP/PPPD6BYVwBg/fXXBwBceeWVAIB11lknbLv66qsBAKuttlpo4/pj5zDvk3nnnRdA+VrznrMy/vjHPw4AeO+990Lbf/3XfwEAZp555tD26quvAgBOPPHELBlPmDDhfaA8ryinueeeO7TxnqM8gGLO8vpz3ljsPcdjcE0HinXG+w3Pz+5j5zrhvOb+9jc8Fue53c9eZ45txhlnDG3e84j7jRs3Lku+3nPulVdeAVCsmQDw+OOPAwAWWGCB0Eb5ckxcn+w47HODsrH3I8/B7ve3v/0NgL/OeNeQ2GvJY1HOdq6yDys//taOg+uBPSavTa58AWCvvfZ6Hyhf42984xsAgHvuuSe0Lb/88gCK9wY7bq7N9hnI5zWfSwAwatQoAOW1ZMSIEX3HWmKJJQAADz74IIDyc+7ee+8FACy33HKh7b777gMALLnkkqGNc4L92+vEdxVeS6CYJ/Z+8WTMa3H44YdnyfjII4/sm8N8H/DmMMcGFOsF16X11lsvbKO87PP+oYceAlB+p+Kabteo1157DQDw9ttvAyivVVyr11prrdB26623AijL99FHHy212XeXhRZaCED5PSImX/us5L1x3HHHDZSvNMdCCCGEEEL0+Ij3lU/4NWI1W/ySnTp1amjj1x41ckDxtcQvaU+bxq8YoNDY8KsEKLTC9o2fGpjJkycDKL4cgeILiF8sQP/Xsx3Tyy+/DKDQDAHFl4n9sueXj9Uq2q9Bwu2HHHJI9hf15Zdf/j5QaMLtmO3xzjnnHADAlltuGdoeeOABAMAKK6wAoPxVzC+tF198MbTxi9p+eS+11FIAyhoEft1TjvYrk19m/MoECnnar2bKm3PHaie5n70mVqtRxe43++yzAwAOOOCAxlohaqrslzrPy871qhbNaj0oL0/Tbdv4W9sv5xa1YnYc3M+eM+e/nZPU3lCuVqvNNqv9q/7OHsOuAdSmH3TQQdlz+LbbbnsfAO66667QRs3PmDFjQhs1tl/4whdCG+ci7+MpU6aEbSNHjgRQXidWXnnlvjbux/sZ6J+TVhvGOWQtLVzXrNaX8/6NN94AUL5OMY29vdaUrZ0THMuRRx6ZJePx48e/D5SvJ8drtSbeOfBYvL/sHPI0Vp6Whb+x84T78R6x84rjtHOY+9nj8xiexp37efejZxGx46WmLHeNoGbengPvIau55nzg88CeI2Vjn3Psz56DZ0ny7lPux9/a+cNztsfytM8cu2d54m9tHxxTao2gtSdXvgBw7733vg8Ad999d2jjvUnrIgAcd9xxAICDDz44tFHLyLWEml6g0PbSymzbrEWY7waeBe+5554DUFhRgeKd4Omnnw5tlGNMi+8957x3LCtj7xlSV8acw/Ya877i+gUU71T2HYnzhNfavg/xOW9lznc1e79SDlZbT5lzTbfXmWu2la8nB8qT89s+gylfe3/xXvKelfY+47WOvatJcyyEEEIIIUQPvRwLIYQQQgjRIxqQR7W85aijjgJQVlF7JiUv2OjDimda8oJQPBPf+PHjQ5s1M+Tyxz/+EUA5kOOEE04A4Jtur7322trHGGqs/KptnjyrJlmgP8DHbh87dmxosybNHLyAqKOPPro0jkFjIt78jrkjeX3k4pmWYsfyyL0fPfl67kIpTjvtNACFuwIAnHnmmQDK15Pj4pxvAvudHlRN4KlgUU/G/M1hhx0W2upeT5rKrcmcc9jK15vD1fvQo+54hqqPFLH7aty4ceFva9rNwQvi4T2RWiNi8u1CJjnXz+5Xd2zenPbWiCOPPDK0WbeCXE4//XQAZdeF733vewDKrisc1/bbb1/7GENNznPOC4j0ron3nLMytu5SOdD9wLod8J7w3Lxiz7kUF198ca2xtSF3/lf397BrRM4cluZYCCGEEEKIHlHNMTUVNliLGmPva8h+edMhmr+1+/NLpmttg/cVTK2A1cLyHGJfUbavmPbbnkMTjeFnP/tZAEWwkh2rp6n0UuoMldaGMrDj4PE97YLFfhkD/hi9OREbR/XvHKipsBpRjs1LYZXSpFT394hpGFJ4ATCe7KpjSsk3NtdTabhSMEjUzmHeYylNSnVb7n2XIqb19fqNade8ueHNoZjsvEC4XBhoZ4Muc9fh2LFy53BsbnHb9NAce8Tu21xotbPy5fX15Jurnc3RNA6iqfUp95ixgLwUTe7LHXfcEQBw3nnnhTa+G9j56t1X1eM1GbNHVQZeAKnFW784ttgzIncN9CypuVBz7D3ncp9HMe23t1/q+eJZg6vbuLbZ/aws+b7B8/Iskamx5V7fvjEm9xBCCCGEEOL/CHo5FkIIIYQQokfUrYJmj1SwgWdai5kFPJMOaWNK9X6b43idykMYM0vkmlUHwbzONviRwWPWnYWuFl5OzKHCk6dnIsnBM917rhneHGpjamdOVHsNY64LMXeRlPtN7D7xxu3lPPWOFTOBeQGPMXeblHybzGHm0bSVmGjm8wLGYq5InpxsIJp3bt76U+2nybyt9uuNLXZdB1HXZE5zfyo3KsfinWvdgLGhCjCz0GTqmX9jri/evdFmjWAgtZcH2JtnqXszRq4bStWNzp6fV93O65f7eWuEF+xdza1sf9PW9eqxxx4DUM6Zz4ppNsia5vPYs8E7vnU3jLmhxdaNlPuc53ZAubDNy4WeckHsQsbeve8lFfDWz5yKiyk5eO4wrKswbdq0vm3MU+/VjrD5qbfaaqvSNu+YuXj1B6L71+pdCCGEEEKI/8VENcceuV80sf1iGrNcvC8ar4JNU+oGRA3aLwX7sSlYctOVVatfWWJaAO/rK/bV3IXGyPvKSwVWeMEOdTU1noxSYxnUlht82eYeydXmxTSjsaAPrz8v9Vgd+FVvrR82PVMMznsvhRzHwmpRtl97bgyostWWhoI2wUtd3EOeZilXA+n9v03KwRxSwTmsxvjKK6+U9gF8zWbsfuniWeJZUDx5xe7DruE1ZxVaANh9990BlNOIstqjZyGjLK1MvUqcsYCztvOGldZmmWWWvjGn8AImCcdv1x6OmcH4QPEcsJX0YnjWxWr/Fm8tjQW4eXOozVzyrAOxeyN3DtcNKrT3N+W/0UYbAQCOOeaYsM2m/SS8hqz4CxTzxtNMs3/v2Z573WJIcyyEEEIIIUQPvRwLIYQQQgjRI+pWEXMozzXZEs/ckMv8888f/qaz9vDhw2v1YY+/6KKLAgCmTp06cH9rnuDfnvvCoGPkwqCKVGUyOs1bR/LYeLxqTnR+33PPPfv6ZcUtoD8YxAsEWnDBBUMbg6+eeeaZ0Jbj2pIy58cc/3Ohi0rq2nj5m6ttVvaea1AssMMj10xM+XpBR7n5rzmHU+4XTQLXeK1T7kDeGGLznuOz5lT2sdhii4W2ddZZB0BRhQsoZMZgKysLumnQ3AcUeYiff/750PaHP/wBQCEfVgcFgGOPPRZAvnuVlXHdoFpv/pHcgFCP6ZmbmNfNymvkyJEAgNdeew1A2ewfCzjsWr48rreepoLvYq5XHrkyZ7/zzjsvgPLcHj16NABgkUUWCW3bbrstgPL9VF2PUkFr3O65RLVdI15//XUA6Weol9Pbc6eokgpC9fLdr7zyyqUxXX755WEbZcEc7gBw3XXX9R2j+py1Mq7WUwD8+8Cj7ruElweYpHJ1V585nluN565h71dvPj344IMAgE984hMAgClTpoRtyyyzTN/+lNfBBx/cd14eEydOBFDMLQDYe++9+/Zr6mIhzbEQQgghhBA9oppjT3MXS3FjqftFHSPXiT6GPYennnoKQPEF/sgjj/Tt72k1U18gTQIVclO0NU3hxnQ5QOEQv+uuu/4/9t48cI/p7P9/9+mitlhDk4ioCpHYilhKHlKUtna1lRalRWqLpSqxV22PtVSV0NJYijaWonZRe6Ri3xprEISqlO71++O532feM/f1OXNmuaPP73u9/sknZ+Y+c+aaM2dmrjW08dy23HLL0Pbwww8DALbZZhsA+S93auw1gNCSz7hx4wAAd999N4DsKxKwtbmx4IE2KqUp1hy2tK0pKdHaCMgp+7Jnaj/VzFa1zKQGGNWZw9Q0ld3jVTVO7E9TVhGVxQMPPAAgr2Xg35TdPffcE7aNGDECQDxFnrVdNcfbb789AGC99dYLbQweaWJNsIilEJuTwWExdGw777wzAOCwww4Lbbz2a621VmibNGkSgGx932ijjcK2L37xiwCARx55JLQ9//zzAOx5VpZ6MwblFrNelRF7BqZeFz3+xhtvDAAYM2YMgMzaqceaPHly12+1EmNRS5u63lo0nVup1yRFS6xYKcz4t64H1r156623AgCuvPJKAPlqbeSaa64Jf9Pyamm/2W9qBbeytqpYVjmL2HPAGo81h1PnDse02267Achb+yyYtu3666/vs69zzjkntO2www4AgD/96U+hzdIck6rvaq45dhzHcRzHcZwOUc0xtZX6NZpazKBuih312UnRGI8aNSr8ff/99wPINMJAXmNZ5PbbbwcADBo0qGubnmfsa6xpnXceR2VsYfkcx6Cvmn5JfeUrXwFgj5n+f0CWvJtfa0zgDgD33XcfgMyPCMgSu2u/1FLTH+jrX/962HbnnXd2jbdX/o+UV9l1sr6820jXxj5U084xxfzDNDUR768yH69iH235P5ZhpVezsNLqFbV11te9ldZL/ddi5/Hee+8ByKe9Ou+88wBkqcSU2Dkw5RgADB06FACw+uqrh7bf/va3ff429Rip+6f63/bar5jrlq6zAwYMAJBP20WoHQKATTfdFEBeruRb3/oWgPz6lVoYpOo5pz6ryiwNdY6t6DOAPu30gWchBSCz7J111lmhjZaUMq1fcZy6zXq2tDV/Up9z1hpRtKZZ6Ul1/6ppDrfbbjsA5f66sWevZfFLtbKnaHPLaHLtUuISrDXYQq/v1VdfDQBYZplluo5Da+CJJ54Y2tTnuwivzRe+8IXQlhr/ZuGaY8dxHMdxHMepgL8cO47jOI7jOE6HqFuFVYXOoo1AEJrg1DynwWRFmIZNA22otn/88cdDG80uGsBDkzVdD9QUYJkPYufXNJgpNbVLijsFg48AYOLEiQAyFwkgM1+qLPj38OHDQxtNW0RlstNOO3Ud96tf/SqAfNUbpmphFSS9rk0qGdY1SZdVfrOC74rXJDWYwgqm22+//ULbLbfcAiA7f03JRPO/VgliIJKmvymOrczkm5rSq06FPKvyokUskKUqqb/jmBh0A+TTEsXgNWDAh7p5bbjhhgCAm266qWtMZSb+qnM4VpEqtv+cgEFPZZW5GGh1xRVXhLZYWi8GA6dWWmzyDLLSXlr0Sq58/jAIEQCWXXZZAJl8n3322bCNQYoavJaSUrDsWdXLNSL1N7E1ItUloU00OCxWRTaV2HrQ5Bz4flB8dqf022YlXLqqAlmKTaLvZUw9+PTTT1fqf5999gl/X3755QCANddcM+m3Vc/PNceO4ziO4ziO0yGqOSa9SP8E5L8m+WW8+OKLJ/2W2rayrwF+7WnREGpLqcEcP3582KbpmkhK8BNQLzl6WVJ0wqC3d999t2sbNbYnn3xyaGPA3NSpU0Mbg1yeeuqprj407RLTsPF8TjnllK7x6lf0r3/9awB5OVEbwvQ4qiWmRUBT7TQpnNHG7yzn/qK2o6yABi0SZ599dmhjyi+FWmTup8UoVl55ZQD5wNSyFDhAeaqd2D1aVkiiDM6JMo0sUyHpHC6mi0zVdqdC61CqtlitJNTQUXbax8033wzADiBsOxAyNR1cVQ1zE3gtqb3UAFJq0/U677nnngDS1zsrfV+MJnO4quY4NfgvdRyccyeccEJoYxEbai5fe+21sO3ee+/N/U5pYl2IrRtNgzytVGcWfE5rei7Ca6z3QSwwNRVda4swDVkqZSk1Y0F6TWRM2ZSlkkuhyTgszTXRsXEdsGRvXV+mgFTtsxaHq4oH5DmO4ziO4zhOBfzl2HEcx3Ecx3E6RN0qrLraVYmp5dUUlupOQXNbXbMDkM85C+SdvC23ihg6jjpy4m/KzscyMxGaMjQfMd0YNMgjVn3ouOOO6/rbChZMDUqjyY95jtWM8cYbb/T5O4smLjypuRDrVi6ad955w98MRlhttdVCG01Jjz76aGhj1cDTTjsNAHDqqaeGbcwPrXOSc15N17H5YNGG+bcvaBorC7qhmb1XVaIsqlbXjOULLQuKTT2HqutE0fWkyrF6Jdczzjgj1/+0adPCNuaNVbepXtPkPOeEG0oMzocVV1wxtPH+Zu5XXbsZ5GzRZK1MdbWoE5CXug4zL3nq+Npg8ODBfR6ratB4HZcESyZVZdzGuxqpI2ced+TIkX3296UvfSm0vfPOOwDK6wqwje82rHRYBysHdQzXHDuO4ziO4zhOh6jmuOoXRKw6jBVMotWSUvutCoOZNBVOEQ12qErTr1lqo8q+FKmh1C/ZoiM/g4SATGNWtVa9khpgaI09pTpTKk2ufxupc2IpfDR1DauladDRddddBwD49re/Hdq4/YMPPujql8GQkydPDm3U0u2xxx6h7fTTT8+NTa9BrNJTL7S2ViVN65rNPffcAPLBVm2kgbRgwFgM1UIwcC+lChZgy8wKGLKoes4ftWbTgmmaaM1gFSwAWH755QFkldyAtGphGpxjpVZMncO9llfbGswLL7wQQH7cXFeeeOKJ2sesWr2vl5U1rUql1nWynnPECjprA1Z9Vaz5Z1H1WdIrC15q2t2U41ZN8wdkVkFrjeSzL2bxADKLvmq/mYhgyJAhueMA9lodS43rqdwcx3Ecx3Ecpyb+cuw4juM4juM4HaJuFU3MUynmhksvvbR2/xYM9IpV1rNocp5qzq5jIrby/FmyownekieDNzTHIAM55gTMOf3666+Htlg+06pmsTaCbdo2tdL8t9JKK4U2jvOnP/1paGOAp5WT1IIVweiOAWSmaw30owmKQU9tmOTq9pM6h3lucyIg78knnyzdR/NkplSgLKt21ytz/pyseJcKXWh47bn2AllFxyY5q2PBOZYLRZM5PCfzQxMdLyuM6vODblV0RdL1g/u17V6QGjxfZz7y2VQ2Zus516vrQtn279+/a1vVPNupxN6Lev2+1TZasZX1DBSuqVrFOAW9DxjQbwXixWoTWO9iVd/VXHPsOI7jOI7jOB2SKuTVIaXmuWoXY1VqLr744vD3tddeCwD45S9/CaBeWpkiBxxwQHR7L4OZUr8WY1861CzyKwuIp8RpA3WaP//88wHktZ1XXnklgCzYMTWIJjUAIpUmWqHiHNY+GEyqGoaxY8cCAH7yk59UPlZfxwaytDcawEr5smKQpfm0qreVHasOPHasOpKOp1dj0TnJADuLmTNnAkiv1hZDx9ur4EIrTVMvU/P1ha7RSyyxBIDsWmpwaWrltqKWJ7W6WFnAUF0tddvVGVOOCWRBR5r67rHHHgOQVdHcdtttwzYG6WklzokTJzYeR+pzrq20eVbQtrXWWtUz20BTaBa54IILWj1WCnrOVdeSqjJqo8rjsGHDutp03LQU8rl10kkndfVrWRY11W5xTpZpf2NVHj0gz3Ecx3Ecx3Fq4i/HjuM4juM4jtMhKc9xGw7xljmF5mIgX/2riDrxn3feeQDacaegSfrBBx9s3BfQbExlgQox08BFF10EAJgwYUJomzRpEoC8KbaNAA6e4xVXXBHavvCFLwDIB+XQtHrOOefkxg+kz6tYUE4qbZpM55prrvD3KaecAiBfIe+tt96q1a9imY6XXHJJAPk8kTRxW7Kc03lxi2Mp/k3q5M+sghUUQtQEN2jQoNaOmUqTCmO9MitXRdfo4rW86qqrwt9W/m6L4tytU13Moo01otfstttu4W+u0Tp/999/fwDAhhtu2LVtzTXXzP0LZOvR7rvvHtquv/760nHo8yFmym8aIMff6DMoliu8rbkQQ3PPF/ne977Xk2PGXFZU/nXXiJTA4raYMWNG+Jv1FKwKfXvuuSeArOYEAIwZMwZA3rWN50/3CiBzsYg956y5WTZHU+TrmmPHcRzHcRzH6dBKKreUL29Lc8IAJgD42c9+BsDW/my22Wbhb2rvmmi1r776agDAoYceCqC8ilzsvPRrr0ld87IvGWsM/fr1AwB8+ctfBgCsvfbaYRu1BmWV0yyKVWY0uImVm5Zbbrmufn/1q1+FtmuuuSbXRxm91nbW6T9WbYdoEM0aa6wBALjrrrtC26xZswDY83/06NEAgKWXXjpse+SRRwBkQTpAljJHv9QJ0xFZ2roybXIbmnnArpBH5mSQE9PmWeg9XndONgmYaaLZ/6g1xiS2fmgQakw71sR6kFrtsqp8m2jm62qdf/jDH0a3n3jiiQCyqqeHHHJI2MbUmcriiy8OwE7hOWLECAB2ekMGVgLZ+lI2t+usEVYlT0tmVe+rqnLXZ3TxeT1lypTwdyxYN/asLgsubGO+WjSxCtc9vgaj8/h33313aOPcYuCeWkueeeYZAJnFA7A16LRKsn/L8pAaFO0BeY7jOI7jOI5Tk6RUbmVfc6lfSMX977333tD285//HACw6KKLhrallloKAPDwww+HNvqtbLTRRilDN3nggQcAAC+//HKfY1Ri59K0CAi/XjX9UeoXDv1dOb6FFloobJs9ezaArCY5kKWwUvjbhRdeOLQxKTpTw5177rlhGwusqF8QNYYLLLBAV79NsOZV5a+/SFLwMl+lov+bppjhF+z8888f2qjdUS0Pj3HbbbeFNmpyFllkEQB5PzH+zXRNQKY5Vi31mWee2XUOVUlJt5iCpUmJ9dkrf8JYSsaRI0fW7reN2IsmKd/aiK9oA00VWYSFiKpQNYVUTOv8f62AghZM4pp6wgknhDY+o/hvWXrIvfbaq8/9Hn30UQB5axStVfvuu29o49+W32oTqwmQzeG2C5dUhZZPoHvOHHPMMUl9xLS+ZXMo1arSRtGcXqOWTL7LqfWY85oWPR0jZX3HHXeEtoceeqjrGNTgc87ViWtJ2Wbxn7HqOo7jOI7jOM5/AP5y7DiO4ziO4zgdom4VVloVUlbBJsWsuvnmm4e27bffHkA+aIBt6nKwzz77AMhcCFLNpaw4BGTBDm3TpApbmUsK3S/ULEXTnNUHHdktE9gvfvGL8PeOO+4IIG8WPe644wBkrgCsSggAW2+9NYAsEAwA1ltvPQDATTfdFNpSUsqkuuG0Qeq10eMXTYAqI6YBUtlY5m8ed9SoUV3bWFFOf8fKdwxQBTJToI7t1VdfBZDJWa9zqgmqLawKbnPSVJ0SCPvss89W7rfNsbedaq9qGqMmLjRMJRirYlrWr/WMsNa02P69pk5qyaowKEmDcOmiNn78+Nr90vXtxz/+cWijDClnPSYrwOm6YVU2JE2vQ2o1Suudow1XDLr8WeswmT59evg7NjerrqtWMHZqxdhUrDXfIqXf1GutwZxMpKD9s7IxXX7orglk8uX7HADsuuuuXccvystyPelFACngmmPHcRzHcRzHCSSlciurU103nYqmfpo2bRoA4Jvf/GZoY1EJTR7Nrws6e5fBr4pVV1210hhTaZLcH+hOVdIX1tcRrwW/yrVIBbcxbR0A3HfffQCAbbfdNrTxWmiwxoEHHgggqz2vX15Mfzd48ODQxkA1PQcGl5x88sm58wSA999/v8/zqxPsEYNjr9NvUdum1/qGG24AkA8gZSDeNttsE9oGDhwIIK+tp5bnf/7nfwAA3/nOd8K2l156CQAwYMCArvFoERCmbmtDq/JRFhDpNakaq17TRuqmNgpjpPZBywSQzWGLmHz1PK20iMWxtJXmrW4AY51gqpRrqRphBiJpX9ttt13S8VNQCwlTaDHY/emnnw7bvvSlLwHIB/nG1kjLUlwFy6rRZoEmC6Y6BbICTdb1YkoyTfdILaemyKSs1Cpadbypgcp10z3qtalrvUsNDGTqUv3NrXjjoysAACAASURBVLfeGtq4htBioe8YDDRdeeWVQ1tK6tQmVF0jXHPsOI7jOI7jOB385dhxHMdxHMdxOiS5VbSR31P7YE5dBncBWcU1NR3zt6uttlrXb2PBIW1UrataHbDKbxSaxctMHzwPy6RD0/4777wTttFlhTlygSzgQs2klJWa/jbeeGMAeYd7QhOJJVdtO+ywwwBkgWt0FwCA9ddfH0DeJSDmHtCGybQOKWPS3K/jxo0DABx77LGhjS4nGszH31LOFnqNrHPmtbaC4WLjLdvWVi5fi1hgbxNz6ttvv93nNgY9tsGcDCC1jlsn6C1W5S/WnwbPEF1Xp06dCgD47//+7z77KDsWrw236RzmsTSfutVXm25AZX1VDTxnHnMGOCt0XQOASZMmVRon0fGyEqfmq2eA9B577AEgv55ZwXepa0SdOV+WZ54w0Nt6NvB8dZvVL6+TyoLzSF05n3rqKQBZ3nkdD2sIjBkzJrT97ne/AwC88sorXeOlS4Y+DyhjK1hasVz/Yu83MVLX4NhcTw1w22GHHUIbZa2uLMXrpes0qzzqs40utRMnTgxtKYHEqe9gnufYcRzHcRzHcWpS7/OkD1I1FkyrooF2rA2vgV4Morvsssv67FdhYNOECRMqj70qljanV47kxeMU4VcrNRUAcP755wPIy/jdd98FAKy++uqh7fjjjweQD1iMyXjLLbcEAPzoRz8Kbfxq1K9marNZQU6/KPm1qFrwmHasSeUgXpM6qdzqojXn9e8UqNnQSk6EAZVAd/CCfoFXDdJrWrEutUpZ3YAmi4MPPjj8rZUZizDY6aOmSYWx1P1jcz1VzqNHjwZga65YdRPIUmJZmt3iePT4Vio3rgOqOWZbHatRVfmmWu+qpsN77bXXutoef/xxAFmFyzowtZ4G3zEYW8f23HPPAYinI0u1hjStkMc+yzSiXC+tYE6eoxXQrfvz2cNgcCBLNaYw2M46Xx5DrxO1nap1/+pXvwoA2GCDDQAAN998c9hGi4A+F2Mp3Jqs4VYfvYIB/ausskpo+/3vfw8gC3y0KEv/++KLL5b+VtcI675t8znvmmPHcRzHcRzH6eAvx47jOI7jOI7TIWrjoIm3Tl6/oolPf/fyyy8DAF544YXQRpM/HeGBrNpPTFXOKixA5kqQiuWc3sSsXsekQTOBlS/UMkPEzC1q9vzWt74FIB/0deSRRwLIByqstNJKAPLn/d577wHITCUaOEkXDs1PSNcJNSOygiHNTmuuuWbYxt9qNUQNWCvSJCDPkptlUmTgnOb9TAkCaGIKs9hwww0B5M2AvF8Y3Ah0m7PV1NekGlodioFVilW1sUmeUHLhhReGv0866aSuY/FvdUWpSnHdqZMHN6XfMmJzWJlnnnkA5OdwMZhJA5KsKpYM3tI+eG9o7uOU8ZbNB85ZjrFsDqea89vII231YVVNK57jEUccEf62gkFXXHHFSmPiOAYNGhTamK9Y89pzTNdff31oGzt2bGn/dUzSdeTLeVe2RnLu6LXms9FytbHgM0rlY6Ey7Qt9LltVNq+55hoAWTXfo48+Omxbe+21AQD77rtvaNP7KkbV5xznpiUb7Ysy0fMquuap3Nimefq32morAMCMGTNC28477wwgq01hjUVdarhNn2OsdaEU14GyZ0ebgf2uOXYcx3Ecx3GcDlHNcVld8WJbaoUjOt0/8cQToY2BXnfccUdoo/bRgvvzy60OqeNO/VKuE6jAL0n9krFkZml5YjDYQNMEsVqe9s+2sjQ/RVRLrX8TBiEwLcvll18etvErV48Tq8aoVNU0Um5lffE6xAJUrHRGKjfLEhGbE9QsMe0dkFUg1OtNjX8s+ElpUrWpjvWDWgjVSlpj4PVuI/3WY489Fv62xswKTKnazhjWOjGntPKAHXRpwXte9+PfvOc0RSBTK2kbq1hNnz49tNEytNtuu4W24n2lx6TVQyuOWfIqVsUsk29qSruq86uoXe/rGLG1hGggraZ0LI6t7Bw233xzAFnw00YbbRS2UZOv1dv4HDzooIO6xtsGTdeI1HvfknExGMvS3GugFgPyVNu57rrrdh2LKUVTsa4ZNaWbbLIJgMxSCmTBlzpe6xxIkxS0VlCr9dziu5deQ/6G/2rVV1p8+b4F2FY5zknVDvMc2a++q3FMamnh882yFsVSAXpAnuM4juM4juP0mKjmmF8B+pVjtVmalaLfmb6p88uE9d2BLA2Z7kc/1LPPPju00a/YSpNjkfIlEUvMrX+XpUiqoxGzfIWogbN88Jpor2Ja/F5j+QpZ2ogyeVbVWli+bjHfV/3yZYJ3apXLNOr01VKfbmrV2RcA7LjjjgCATTfdFEC+yA2/nl9//fXQxmT+MepoMtsqoECZ6bWx5nCbqLbTghq0JikCi21lffSqMEgxbR8Qn8N6/OHDhwPIinpQCwxkmi2NKaCfJAsk6G/WW2+90Pb8888DyLSXGivCtVy1z1bapWKbZZlpkpYuFWsNtuSbwv3339/VphpeWotGjhwZ2ri+/Pa3vw1tqr0rQo08iw4BwDnnnAOgPH1ekTJZtiVrnnfZHCbWOh/zW9Y+2O9vfvOb0Mb0d7pfzBJXteAL1zlaYgHbqtKrdwkrRV4sZkz7573LbeqPzN+qFYjrAQu3AVmBlD/84Q+hjfFgjHtSTT3f7TQlLI9lWdH5r86fJoVB3OfYcRzHcRzHcSrgL8eO4ziO4ziO0yHqVhELOiozHRaDHDStDc0dWtmK6ZhuuOGG0Pbwww8DyKv523AlKKrZLTV+qomjjjN46jgtPqqgoDaJBamVBc5VDXqs6rSv+1mBhkWsvjSdTbG+PADcc889AICpU6cCyEzUQJYSR82zTK0Xu/Zlc89KkdRGwKP2Y60TcxI9PoNFYvOl6rnWSXWV4q5RhmVSTDVJP/PMMwCyylXLL7982DZixAgAwK677tq1P1NrAplbAFM7AsBnPvMZANnc1XPib8tSzxUpMzVbc9iiDfnWnb/qDsGAR3VloSz1ulkp34pomqtddtkFQN6EzbFXdaFIdQtq+qyxAquKFRL7Oh5/QxfAsuuv62ld2qx2m+oulOrCEaOqWw2QPed4PdTdhM8qvZf5PsY0sHosTY9HNyzLDYZusVYlREsOMbkplttK3eeca44dx3Ecx3Ecp0NSKremddWB/Nfh3nvvDSBfBMJKMRIGKc7mVtqf4njLYH90WLc009aXa1sp3xTrN6ma1Zhzv3VuFlW/UK1AhVgatlihlVQZW8dPxeo3Nk+0/7pzvSxghBpjonI4/fTTu35rXSN+Zadqe6x72dqvagohIDs3TeUWk7E1F6oGs2n/vGbLLrtsaIsVIUolZa6VaYX4t86lunNYfxcLdNT9eP+/+eabuX+BrGjIOuusE9oYnDN06NDQ9uKLLwLIB+XQmsFztor4lAU6cx3mv1ZwsMo3JZVayva+jpH6nItZBtRqxKBRTVm6zDLLAMjfK7xGqvFkiisGRrLwB2DfW1WDjlLX4NQUm6mkzmGLNiylqVbD1ADx4jyx3lWsILK2Zcw5YRXaUIpp8fS3VjEeapEZZAtkweVbbLFFaNtrr726xs1UvLNmzQIA3HrrrWHbhAkTcv0D+XuCFAMNywKQrfu2TupBwDXHjuM4juM4jhPwl2PHcRzHcRzH6RB1qyCqtmYuV1WHl5nPitBEZOUZLDPXx/ZPhWaDuqZfIDtnNU/UqUjE36gMae58//33u46XmucvZrJqYp5KDfhIcnhPdGFo4upgBaoU8xfrftY1TDVxpZoJq163mAtRat5Mq82qLpXqmqRYgVKWjNl31Wuo179fv34AgBtvvDG0nXnmmQCAF154oc8+yq5h7B6vmmvXkrFVOaoq+jtWpFJXBMssWhyHwvVF1xmaQF966aWkMVlrdIo5X8fJe67JutRkjbCOyzVY52/VcdJdQl1UeoU1phRXtdQ1QudvneecFfRozeFYYGEbbhWpfVTdzwpKJnXW4brujnptNLc+4faq11DHw6DSyy67LLTp3ylYa4SVC51Y7mnFbX21sb+qa4Rrjh3HcRzHcRynQ1RzXAz6AbKv4TINZizQhhpjfZO3vri4PaZpafI1Gft6sCrOWPtbddOrwONYX2axeuJ12tqg6rFi29QBPzWwrKqMrTkcSwlU1QoyJ9PpxWRjbbO0ldZ+qmlMSSsVOw6hxi1Vi5cqRwZ+aSWqyZMnJ/025VhV7y8rAMfaXzU1ddaJ4u9ic/g/ZU6m/ja2v56zpQmNpbmrij6PKF/r2fN/LYVmbLyxamSKzl8rcKoMXkc9Ht8DPuo5bJEyN639LVRe1hphzeGqMrbky/cIK6ViqgW6V6SmZYxpuK00wbE12EojGB1j6R6O4ziO4ziO8/8I/nLsOI7jOI7jOB2i9ieqoS3XgbK8ikV1uKq0U3PaWv2S1KonVXNYxswpVrWmuibS4lgss1VZoFTxPOaEeaRqTsaq1WmsPKhN8mzzWCpf9ms56MeOlXrOvboOZeONjcPaj/OrjplUsVw2rHUiZqKOudVY1/yCCy5IGluqe1TKOlGWq9vqo611AsjLz3LHilUa+yhMp6lBkE32aWONICpfaw22csa3WUktldT1NiU/f53nXJ25xN9Yc7jMvbKNnOVV6VWFT2uNsORQ9Rytd7XYc876bd1j1yGW7zlVDqnvEbyXq64Rrjl2HMdxHMdxnA6VA/IOOOAAAFlKNyB7M1fNRdHhum596yq/qfpFbTmFs83SgluauCYVf4As3Yr+duzYsQDyX+uUt+7H7bEgsrKAGUsGxd/W+Yq20qcUsbQyVgBOk1RjTMmkaQMPPPDArn7p1G/NYUuGqQEFMSwZWRqdqvK35ibPy5JvmeamDM5NlQVlrFppyljnMLUbPK4lCx2TdW7FbWXnEZO71RazlljVmcrmcNU0Skx5pXLjOqzBKNxP5zqPG9MUWudVNS1j2f4x2cSqbur+PH/rGlmBkalQhnr8/fffv6tfzmVrDY6RKvNYW52qiynrd9nzy3oe1lkjrPWVa4TK2FojinNYia2XlnxSrcux9GCp7yDWWsXnnLVfk+cc7321blhrhDWHU6rZKrHA2NRnVaoVoLhuWNc0dY2oKl/XHDuO4ziO4zhOB385dhzHcRzHcZwOUbcK5nq0KlSpWp6qfCuvasycocTcLiwTRCyQINWVIGZKTTWdWUEcVWB1Kj0GXQG0b8vtICZjy/QRM5uUmZiL28oojsk6psqYsivLK1rVxWD27NkA8nKbb775AORNfByLNYdTKtQpqS5EKW4bfW1POZbK1zoW/1YzfJ08x1wnVMbzzz8/gLyZj+OxzGCUu+VyoaSYR4HuuW4FC+pcS3EvKgts4Ry2tllzPRWuESqPBRZYAEBevryOqWtE7F6y5BAzo6YGdsXWYcv1LfUaVXV1UJgPVq8L12BrjYi5hlhjU1JdHIpzzlrby9yx6q7BqYG8VaCMrXVYxxBbhy1ic1Ovp+W2VaRsDsfkbv0/FiRXVjMhNk4LylfHO++88wLIz+GY+2Kqa4Tl5pIS9BlzWeurrXissne1mLub5zl2HMdxHMdxnJp87KNI8eM4juM4juM4/4m45thxHMdxHMdxOvjLseM4juM4juN08Jdjx3Ecx3Ecx+ngL8eO4ziO4ziO08Ffjh3HcRzHcRyng78cO47jOI7jOE4Hfzl2HMdxHMdxnA7+cuw4juM4juM4Hfzl2HEcx3Ecx3E6+Mux4ziO4ziO43T4RGzj8ccf/yEA/Otf/wptf/zjHwEA/fr1C22vv/46AGDxxRcPbX//+98BAB/72McAAJ/85CfDNv79wQcfhLa55547t7+iv/3nP/8JAPjUpz4FAPjb3/4WtrGNx9b+tEw223hen/70p8O2f//73wCA999/P7Rxu/ahMiE87vHHH999En1wxBFHfKhjB4DXXnsNAPCZz3wmtL311lsAgEUXXTS0/fnPfwYAzDPPPACA//qv7FvnE5/4RNeYOT49Fs9D9+NvLT7+8Y8DyK6D9vePf/wjtBVlrGMjlLX2q9f6r3/9a64vHedRRx2VJOOjjz76Q/0dkMlykUUWCW1vv/02AGCuueYKbYMGDQIAvPvuuwCAYcOGhW0vv/wygPz1ePPNNwHk7wPeL3oOlB1louf8/PPPAwCGDBkS2p577jkAwJJLLhnaXn31VQDZHOH4AWDBBRcEkL8enMOUs6LXgeM84ogjkufwuHHjumTMe7t///5d5zZw4MDQxms877zzAgBmz54dtrFN7zWOn+sFkJ2nXjvKmPupLNiHtlEGeg7cj9usOaxrDbdrH/yt3lMc2zHHHJMk4z333PNDILvPAWD33XcHAPz+978PbSuvvDIA4IUXXug6Pq8/5w2QyWb69OmhbeGFFwYA/OlPfwptSy21FADgnnvuCW2rrLIKAOCBBx4AAAwdOjRsmzJlCgBg1VVXDW1PPvkkAGD48OGhjWMZPHgwAGDWrFlhG++r9957L7RxPui9ZK1f/DtVvkcdddSHQH4+cCxLLLFEaKOcuC4AwF/+8hcAwPzzzw8gf39xnLpWFucl0P2sBLK5ZM1fziXtV8+/uB9lpPc5+7fuLcWav2w7/PDDk9cIrsN6PL43cH4BwEsvvQQAGDBgQGjjefK3Sy+9dNg2c+ZMAPn10npWsk3vIa41fH6p/Hn9F1poodDG+0rXND4beN/o+sV1mM9pPb5eL14L6xlx9NFHJ8n48MMP/xDIX2Oes663L774Ytc5UK58DqmMiD4ruTbo+wmvg66RnNfzzTdf7jj6t76L8J2L+wPd14HyBrJ7Ttcq61pa7z081imnnNKnfKMvx3pRCQeuL6XLLLNM1/68qbmf3nhs0wVCL2oRXRh4gjw57ZdCUiHwIa0XjYLjw9QSro6HwtU2a4FaYIEF+jyHvrBe6Lkw6As6b369+fjA4/nohKCMdUJaY6ZsrYe39cJgHYsy5sNL2yhj/RBim55zbMHX/RZbbDFUweqX8tXrzoc2X2aB7IWTctaXDvY3bdq00MbF+KmnngptvIH1uvFG5/F13nDB0WvPB7TKkC8U1ksoH9j6ssj5oNeZ8tU5ootgKrwHdU5wPPpyw3XCegHmPOQDRc9D72fOSV1/OH7rg7U4D/W31mKp+xG26fpmfUBaL2pcd3SuVZ3DfBF+8MEHQ9vtt98OIJMpAOyyyy4AgLFjx4a2qVOnAsheKB599NGwbbnllgOQn/P8sHvllVe6zkFfSnhdOedV9qNHjwaQP+eRI0cCyM9ryoHXWV9meN1UccH99GPSuvbaTwrsT/vg/aXj5ceHzl8dC2DPKevZxnPR32gb1wS95wnXQ32m8SNT24of33oufPZafVjjVdnoWpOKtQ7zmabjogJC1w3CtXTGjBmhjWvPs88+G9p4vlQyAdk9zJc4IHuX4fzXucY+VOnAF2C994vrpSoNKU/tl20Wum7wWKlYSisqU1S+K620EoD8vOJ8ooz0WnNMVPwoVHbo8fVZzbX9nXfeye3T1/6c/3oOfKbwpVjnq7VmWx+aPJbeXynPOXercBzHcRzHcZwO/nLsOI7jOI7jOB2ibhVETZ1HHXUUANuPynJdsHyh2Kb7s83aP4Zl8reIbbP60/35t+WbOW7cuNCmJoJUqPJX08DRRx/ddbzYuGIys/wkY9ckFcsP2NpujTv1XNh22GGHhTY1EaVg+YsfeeSRAPJzmKYky2fQMpcXz6UJZXPTkk3RvzV2DfRvy2R6+OGHh78tM24Z6k5DrHXC8t1NWSeaUCaXWFtKv9a5qFmS23UOx0yrFieeeCIAYIUVVghtJ5xwAoC8fMmuu+5aqf+2qSrfqmtEHz7yoa3qGsG1V10iuK5XXYPL1sXi7xTrvNq4B2KkPk/Gjx8f/q4qXyBbV9WflH3GXCqLY0yh1zJLheMuWyPYpjKuug7TDURdOHhPlM3h2LZeybLqNU3tK7ZG6HMu5V3NNceO4ziO4ziO0yGqOWZggwa/WMEA/DumdVOsoK7YF5VSVcOc8oVSpl1K1czW+Rril54G+/Crx+rP0gTHsLTzVltM7rHr0Nf24jZLhtY4rL50XpVpGYpYwVQM/tLj8xhWoFUsYluJnYNiBQAVx2FlPLCi9IvHVvT8rPHGNBtVsAIeKGPrHrei8mPBn9aYLarOjSZYsmvzvlV22mknAMDkyZNDGzXG1jplBaxxbHovWfPPIrZe87xU62qtKVZEvj5XittibanjTcVaIzj2sjHF1reqlszUtja1eXP6OadrhHW/1NXOW88SC2t9YZveG5ZFpi763NDkArH9qq4XtN6pVSp1Dsew7v2qNDm+9Vyo2r+1VqfgmmPHcRzHcRzH6eAvx47jOI7jOI7TIepWQcd7NTGUFREgVkL8Ik3cGSyqmjMtk0xq8BWP1cTkD2SmRZVxrGCGVTgjZs5PNctVdWGJmaesfi3zs5WU3jq/OqZgwlyrltuIjpfy17ZiDlPr2FbxgbJ5y2Mx2br2y/O3EqZbpiJiySg10KXM/aKMlPEBmVysaxwbnyXj1EBTi7prkpo9m6wTVdc15tfWwGiaqTWwhP1axXiK49Zt1nisdc2aG2yLmYuVWIEhvaaWWTu2vjdxW2Hwk5Vf1cJat6oGRcfcDZVUczKvV2x9LLvPrTXYmvtN1gir7zKKQVZlz57Udbi43XIDauKqZeXpt7DkUPU5x2NY96Elh9gcrpq8oKzNukZ0w7ICtnWuFd06dGyxa5Pq9hnDNceO4ziO4ziO0yGqOeYbt2rQYoE9MVLf5NtO6ZSi/SzrP1Wr2iR4xCphnToG6//W11rd9ECpwQ4WVnBOcTxAXCuVqmm0sAKRYloT67epaaWqymbNNdcEADz88MOhzdIAVJ1rqRqAtuawpT1L7TsWcFE1sKYqes1ZkUyrxRWPZWkzy655G0GC1GxqJcXUdHCsKmZVHKP2RgPjGJymVch4fA1YYyVHloBeY401ksYW04hZ1THLrm3MCpUK97eqR5bRZnBc1Tmt+3PsKofi3Ctbg2PPQ0urWgWOT98lUu/vXgfacmwsiQ4Ad9xxB4B8itXLLrsMQH6esnpljDJLrRWYWPWcrXe1VFLmcJP3Mlbi/MMf/hDallpqqa42kmrBSd2n7thdc+w4juM4juM4Hfzl2HEcx3Ecx3E6RN0qaNq1gjjUtGLlbS0GCFgBZzETUB1ieROb5EW2xmsFBqUGpSg0aZYFKsTaYueWGkQWywsYczkAMtOTmmeLx7Vy21rbywIRqsrYmn+xvK1WYJs156uaUwcPHhz+/sUvfgEAWG211QAAl1xySdjGamg0VwP2vC66l1jBTLo/TYdWAJfuVye/pxVUSsqC9IpYpuXUtSF2LA1mo3vAXnvtFdpGjRoFANh5551DG2Vl3euWO4gVFNVGsA3n/Lvvvhvdj24Seo0tdwrC67bSSiuFtp///OcA8i4cDBzVc+F2btt2223DNs7vVKoGSJaZqavOYcpB5VZ1Dbbu0ViwWBmx/Shz/gsA119/PQCgX79+oW306NEAMlchK4+v3ltcIyy3GCtovQrMb6yV35oEfhW3NXFvoVvbMsssE9rUzZEw37jKcauttgIArL322gCA3XbbLWyzqizGaOJKwuup1y41R3HKOltHvksssQQA4IILLgAAXHzxxWEb3bYst4rYccuqKscCZFUOKXPYNceO4ziO4ziO0yGqObaqGllaVCutUZtfe7H0bhpEwQCn4cOHh7YbbrgBADBz5syu8cbGlppSrqrzeBHrSydV45CS5ic1YMzaxmCez372s6HtpZdeApDXLLFyl2q2eC34Jav9W6m/UlIiFX+TAs/fqvBkfanHroOl3S8bL7U7U6dODW39+/fP7bP99tuHv1dddVUAwKRJk0LbySef3HX84ld+WTBc7PzqpFdSLK27NS6LNoNttEobNT+s8vmjH/0obKNWfo899ghtPIeNNtootB166KEAgPPOO6/PY6aueU0CxlLSdAHlKaOK0JrxyCOPdG3Tc5k9ezYAW/NCmV944YVhG1PPPfPMM6GNGkPVHKZQtg7HtEdVKQv2TQ3kjf2u6v1lWa04RzfbbLPQxnVD5fDLX/4SADB+/HgA+TXISl0ZS4/Y1n1aJuM2AxzLePTRRwEAK6ywQtL+1tgXWmghAMCTTz4JADj99NPDtqrn0nQdLv4u9h5RNSlCKpQHADz33HO5bXwnADJZ3nTTTaHty1/+cunx67wTWXM45b51zbHjOI7jOI7jdIhqji1NhdUWSx6e2i/3HzFiRGijrwqLkQDAoEGDAGTFHVZeeeWwzdKw3HXXXQCAHXbYIbS9/fbbfY6NWJpOiyZFS4B40u4mqX2afOlTGz9gwAAAWdomINPAq18hNVBLLrlkaLvzzjsBZL5YdWRTNSl5rI+y62lpruumGVPoz6jXuegH/dprr4Vt1NIfc8wxoW3WrFkA8tq54vUt0xhYtKWlsRL8x3y+Yl//dcZEP0udf9SiUqOmY3v99ddz41HUIsJrcP755wMo19xa95w1h+umaSrTulk+xzEee+wxAPnzomzUP5BWjPnmmy+0UVO2zz775PoCMp/uZZddNrRRi6xr+X8KlmbJmoexlIWk7Nqmzm+uwfQXnnfeecO2WEpBnSMjR44EkFmmHnjgga79U59zTSwfOuYyzV/VQihVUfmsuOKKfe53wgknAACWX3750HbYYYcBAKZMmRLaeE9wfa+jOa5qrbawnlXWXCwWDutrvxi8/po27otf/CKALGYByGKReM9bftwbbrhh+Hu99dYDkL079BJP5eY4juM4juM4FfCXY8dxHMdxHMfpkFQhr8zUYVUpKvYR6x8AFltsMQDA7373u9BGM6FWqaFKn2YaK/WWmp2o7n/xxRdD2yabbAIAuPfee7vOpQl1zP88tgYWxvaLHa+JSUpNJDQl8XqyWpC27b333qHtvvvuA5A3u3buzQAAIABJREFU/X3+858HkAWklZlTU9PRtVENLXb8Ji4cFkOHDgUALL744qHtnXfeAQD8+te/BpAPFqMpn3MUAL797W8DyJtFn3jiidy4Faut11WmgPRgkKruQmXHYgomNfu/+eabADLT/lVXXRW23XjjjQCAI444IjqOqtUYUwNJqp5z6j2c4k6hpk0G3NJtBADGjBnTdczY8U855RQA+bRi++23HwDgu9/9bmhj0J+aUYsB30z3pf0tvfTSoY1zvoyq6znXF73eTdKw1YWVxIAsvdjcc8/dtR/XapWXBqMSXus999wTADB27NiwraqrWJM0loAdhG3Raxnre0ARpl4DMrcKC943QBZgyvPT+X3RRRf12UfZGl13XSybw3WfA/p+cP/99wPI3C6BTCY6X+lqomsDsdyArrvuOgB5N87ie0PZvG0jVSJxzbHjOI7jOI7jdIiqK6um/rIcymMppPRrlBpepgoDMg2wphJjqhAGKnz9618P26h1Vg0Kv1p23HHH0EZNCRPkM2isr/OK0STQRn/ftmYvNQE4v/RU88CxPPXUUwDsQI3HH388/E3NHYN0gEwTzq/A559/PmyzZMwvyLJ0SVXlZGn/6mqFUo+tX9nUmOk4mMpt3333BZAP1mMxhYUXXji0/eAHPwAADBs2LLS98sorALIv67JzoQzrJPAvw+o7Jc1gWzA4V+ckx3LOOed0jY1zXtt4Dm+88UZoY9L/qkVI2g6ETE2nResbteYKgxYHDhwY2hg4p1agqmOj9lLnK+e1avLXWWcdAFlaQgDYZpttAGT3w7rrrhu2nXrqqQDy6eCoAbVoEsyUGmDWpnVJLYV8lqm8ihx//PHhbz63fvazn4W2H//4xwDyWre11loLQLb2tKW1raPdtYL25yRcQ3X+E1r3ygpSWNCqzfOjJQWIa44t2phXvZLvFVdcEf620gbynYvFaADgN7/5DQBgwoQJXfvTisE0g0A2T3k9gOz52bZFIUXWrjl2HMdxHMdxnA7+cuw4juM4juM4HZIq5DVxeI65X2hwyFtvvQUA2HLLLUMbzYOjRo0Kbeeeey6ArDa3mhHoGqABeTT7XXLJJaHtrLPOApCZV7VCFE0GVi5Ji6bBRfx904CHKliV6dQVha4tqSZ4mrVZeQzIXC2sQIyqwSBtm4p6aT4EsqqMgB0oY+U+LsKgPSCTnZpMhwwZAiBzfbHce+qcZ505bFXI7DV6vzAQVNt4/9IErfczqzZqfmnuR/M0kAWatk3VPLGpLlJcQy14zs8++2xoW2SRRQA0u26cwxroNHr0aADA3XffHdq4DmsVTQb6Mvj0oIMOCtu436WXXhraYm4rTYKZeuFqpOh4aDpmdTYgc6fQcXC+8poed9xxYRvPX9ePb33rWwCyvNNA5i7I47MCGZAFP9V5ttfJc1x1TWqD1VdfPfx9+OGHA8ivAyeeeCKA6u4Uq622Wvi7+I5UNYhXaaPKY9vQLVXfyzjOp59+OrQxEJF50nU/izPOOAMAcO2114Y2usWq+xQD1OnuVjZ/Ut8VvEKe4ziO4ziO41SgdkCeUvVLnW/tqjnm15sG5PH4mkqMldlY8U6rhlFj8fLLL3f1QW0dkFXIW2KJJQDkK+VQY8cAljKaVg6qWuM8NV1b6heUFdCVwlJLLRX+5tedVhejpl61yW1QVcZWRSBSpjFNDbAiDM7QdD4WVmqbGAxwsuB1jo0/ZfucwApoSpGxtb+mvdpll10A5LWSt9xyC4As/Z3OG85NTUVEzfG0adNCW0yzb42tV8TuZT0+7z+ei/7WCvztVfDOc889ByC/DlPmGrDEtce6p3kuqQHPTa5DEy1dUXNozWMrTaYG39Fqt+mmm4Y2BtwyJaYG8K2xxhoAMmsAkAWqa+AzLa8M1GTFPCALlppTmtw5vdYAdjo2lY+mcqzCrbfe2tXGufn973+/Vp9As7SBqVX2qq7BGqBMaM1YaaWVQlvM0m4F2zO1qd4bfH7uvPPOoY2WfKY7vfzyy8O2qhafqu9qrjl2HMdxHMdxnA7+cuw4juM4juM4HZIq5DUxvcSqtKhZiJVmrGOp+vy2224DABxyyCFd+zOvo/ZLE4Cq1Jkzkg756kJhBVDFUAf8JnmOy2Rctfqd1S8DENVEV9WtguY7zWdIs5064//85z8HkMmkSa7iJrmk+dteB90AwNZbb93nNj1+7BwYXKYuKnQJUrcBzrvUylOplSrrmD9Tc5jWreCo85XH0nuWQWZanYnzlP0PHjw4bNt8880B5INQb7rpJgBZZTKg3TnTZA21zJKWLOlOYV2HlOp5bcFxrLfeeqGN67BlfrXGy9y/mj+5V3mkU3PN152/WuXvgAMOAJCv9nfssccCyAeAcu7NmjWra2xcs7VyLGVOV0EgC15nMJrmlJ05cyaAfABqjKb5/HtFbE4wjzeQjVldS6qeB3PzLrjggl3bGNSvbllV0XeJuutFnfeIYptWALRyb2+wwQYA0pMWWMGYnH/qtkFXOX2Ocg3hM5BBxECWCEBdZmNUTXrgmmPHcRzHcRzH6RDVHBe1U4AdeGBpWIrajrI0JXTMVo0ZA2208hoDFJgaiKmsgCxI7+KLL+4am+535513AshSOVmaY/2K66XWMbXqUmy/WEU01ab99Kc/BQCsv/76oe3b3/42AOC3v/1t0ngnT54MIEvVpsdSORbTe1k138vOwaJuYMecCAiZMmUKgPyXLLU7qrmjLPiFrkGobNPx8gt9v/32C20MYKUlRYkFXZRpietohdrQilpV4LhN5w61Nlo187HHHgOQyR/I5iTlrxod9qfBIEyVpdepqJWygl1S0+C1HTBmaeut4EyeP9dVamQB2+oQuzetgCFLc8djacAOtaK0EAJxzRNTFdKSUhx7m6SuR9Y8SAkS1HuU6Rg19R21c2ohoZz4nFMYVKby4HzQVG48FvvVcZ9++ukA0jXHSp37PRawWEbdoHVLw7vXXnuFv0877TQA2Ty01pmJEyeGto022qirP2qnNW1cjF5ZP4r9V+mXc4f/8hmv3HjjjeFvrUSaQizgVoPTt9hiCwDAV7/61dDGlIeUvabdGz58OIDsfa5tXHPsOI7jOI7jOB385dhxHMdxHMdxOkTdKqzKV6m5d2Pb2IdlwlRTG6sj0XkbAG6++WYAwA9+8IM+x2Md3zKFHXzwwV3H5Dmrap/BZ5Z7RdPqYjR59SrIQV0dmM954MCBoY2Bc4MGDQptxbHstNNO4e8VVlgBQF5mPG81mbJ6Tuz6p8qrjcpBcyKIhIEyZUEP2223HYDMlF+WU5vmvm9+85uhjeZmBpcxd7eOo4yYia0KHF9qgEYqdHHSfOiLLroogLw5jrnJ9RrTnYD3sbprEa1kyOAO635uwyWnyTrB31rubYp17XhNtOJicf8mgcTWb7lNXboYWKfB0jHoMsB8v0B6Luy61AlmisFAO11v6SbBfP1A5tKmsokdi/e69TyimxyQBefRNK19Tp8+PfEs/pema3DV4P6qstb9rTzyvL+ZgxvI1hK+X2g9BeaS1qBHormSGTzWRr7oJlUerT5SYZAb10p1hyIMui/Dcj1jm84bXiN1QeQapS5wDHSk66E+5/r379/nMS2qzmHXHDuO4ziO4zhOh6jmmG/XZQFpKVVXyrTP1KDqGz2/si2NVOqXWiwQgF9ZqsHmlyIrsgCZw7dWnuolbX5dayokavj0d6xUoymsqMFg0B3TYin6xccUY5reTbXIgP1F26QiUCqplYPaGNPdd98NIB/oRbRtt912A2BrjK+66ioA+S/kL3/5ywCA22+/PbQxOG/JJZcEkKXK0nFbQbOWBrOpVig12MY6nmUxKo6ZFh4g026odmjGjBkAgEmTJoW2bbbZBkC+Ch7h/b7lllt2nYM13tg+Vbb31W8qViqiWJAc0B10N3To0LCN2jRr7ljzwBo31xRrbJqajGtEanAz149UTVgba0mdYKYi3/3ud8PfTKGmPPTQQwCAk08+ObRxvU0915gM9RlF7Tv312uk91QKTSvBNiH2LkG0jc9wDdqlNW2rrbYKbVyHmU5s1KhR0XFwjdpxxx1DmyYL0LHqmOrc73WtS3X6Z6rBZ555BkC+wisrKWpA3rBhwwBk1mFF08BR5t/4xjcAZFpgIEu2cNddd4U2BthphTyuIVw/dH5rOsSqeCo3x3Ecx3Ecx6lAVHOc+iXbRnotq/hGUfuov2miaTzppJMAZNo3y69I04OkJpmuQ5MiICmoryHPicm2gUxjr8njeb76FViEBVSATMupGuaU8aYWn0jV+lq0kSovhu7P81fNDrVCqkWjr/E666wDIK/B3HXXXQFkvsQA8JWvfAVAlsZQiVl3UlO5WZrGKtTR7hWx/NLoY83CCcXthCmr6CcIZH7K1vVM9XttkyZzmPeoWrhimm4rvoLr65577hm2nXnmmV19WfKizK1+uXZqsQArjqJqKi8rLV2v/VWbPFOY+osp0hS9bryX256DPAdd2+lTz+unzwIWvUllTmuLm0B5a6wS3yVUm0yf+KWWWqqrD+5/zTXXhDau20VtsVKm1U59zlX1HS6mY6sCz4dp6bTQBjnssMPC3+PGjQOQfz+glV8tpFwHmJZR0+ky7mbTTTcNbfRr1nfBVVddNTcOTeU2e/ZsAL1bF/7vzHjHcRzHcRzH6TH+cuw4juM4juM4HZLcKmKBdkCmSleTrFV9qQhTiwHA66+/DiBfa9uirulr2WWXDX9/73vf63M/pgyhebuMpqncUoIZ+6JoQtH/M3WVOrCzGpKaLVi7nA7yQOZwz+CnL37xi2EbzYfq8kKHfk2Fw+AFziHL3JMaRNNExrFUU3UCyIqoaYmy0THS3Dxy5MjQRvPRCSeckPsXyORE8yuQubxoaiwG1Pzud7/rGqM13lR3iSYpscrmsNVWDBL9whe+ELadffbZuX2AbJ1QEzGrjWnVRppKL7nkEgDAxhtvHLYxbaGaWDU9U1/j1TncZF5VJRZMqTC9n5rx+TfH+/Wvfz1s+/73v5/bppSZdXl89k8TJ5AFAWtKQcutgvK0tlmuGZYc2sBag4tj0zFp8Cjdd5h+SucI9xs9enRoo+m6DfRYdOlS16uiu+BZZ53VNbZUmj7nUn9ruQbVvd4bbLBBVx9qxmcAOV0CdO3hs+/3v/99aOOaE0tPWhY02ys3ytR7wzp+MdGABujSHVBlSXT9ZHAc06sB2TsCq9tpZT0GRvL9AwDGjx8PIB+MznnKdxCt5NtkDfaAPMdxHMdxHMepQFIqt7K37FixEEsDwDZ18t57772TB10FJrTWNCLFMe6///6hjdqqVNpIPq9jaevY//jHPwDkgwnpzG5pzpnWCci0IFbKK2rxtt1229DGFGbUugPZ9a4aiFNG1YCD1DlskfKbsWPHdu2v1+W1114DABx11FGhjfKyoFZZA/LYnxZEuPrqqwHELTSpX89NU7m1EZBHqP0EgDfffLOrjUGlyy+/fGijhkK1PNRkMABNE9szbSHT5gHdgR91SF0Lqq4ZvOd4TysqUwZ5qaad3H///QCy1I1ApllUTXMMS7NqWYZoSdIAHK5Dut+6664LILMgXnfddWEbrZFqIaCGq+1iM1ZQq6WBsuY5g5eoLadlAwBOO+00ANk81mM1KUpEqwgLYQHZGq0Fc3isWbNmAQAmTpwY7bdXlg/ts821oi9o9dX7e6211gIAXHTRRaFtlVVWAZA9F5n6DsjWA30fUI1mX+NsMu4m2vnU51zV8TGtG9OxAVlA3ssvv9y1v1r+uV5NmTIFQH59prXvscceC21cv/R9g1Y+K2FDE7wIiOM4juM4juNUwF+OHcdxHMdxHKdD1K0ihqr9GShk5W6kWlxNVgwEoSM8kDdppBzXcoCnKW7MmDGhTSsRFWGe4zJXipi5qalJuglFU4qaU2kqtQKx1IXCgiZQVsexTDzMoQkAP/zhD3PjUKz8tVXzEjYxVaWa8WLXzpprrHRl5R5W+dLEHMuVzTyQQGZuUvhbDSrToIm+KMsjHQuaq0IsR3TZGGgi57bJkyeHbQyeYb5jIAucY2VAIAsM0aBbBkpuscUWAPIBtjyWBgTTdUMDTYtuJ01cqJrIOBZMqX3RpK4mSAaC0kys49Aguth4rbbYfcVjaU5Srs3MSQ1k6zTdK/SavvDCCwCAm2++ObSxSlbZeKuuw6kBidZzbvvttweQyV7zmdOEbwWvqysLx/ud73wntLFKGPPs6jbOVXWR4Zg0CJJzY+uttwZgm8HrBIL3MmjXcjuh+w/3120MeGZFTCALPNSc01Ye4CuvvBJAtparqyDfR3S8XKusgGLLvchKaJBK3cDzsueddW+kPCN/8YtfhL85x7UvrjkMZAQy179DDz0UQN4disfU+cqqxD/5yU9CGyuh8j2yCVXfI1xz7DiO4ziO4zgdoprjVG2TVRueX9JMl6JfygyO0dQesbd6/UJhwBK/mldfffWw7eijjwaQ107wt5pCp/hVXkbqF0cdDWeTr8vicdsKpKB2gxpQa2xaa72N4/aqQl5MG1LWb/G3qpEbOnRon8fUoI9Y8BC1mvzC7gsG56Voi/siJl+9v+pUyEslpoHlfaDWJFZuooYHyII8Bg8eHNqoedfgLWqFH3zwQQCZdUPHoRpABlTp8WNBZ1XvuTbmcFk6RGph1EpR/I2OY+DAgQCyoNE6sH/V+lIDp0HQlK9aCH/1q18BAA466CAA+fnNeWhV2bNoUl3MmpfWsVTLRTj3qEFcf/31wzYG5GkaLAbwXXvttaHta1/7Wq4PhenFdDxcU3Q8t9xyC4B8qis+Xx944AEA9YIA6wT6pvZjYY1Rq64B+aDDlVdeGUD27O/rmNa9w8BGvi+oPI844ggA+XujzJpSPE4slZtFG+nryqwmbVjB1CJU5Lbbbgt/c31NDaCllVUD9zgfmLrUOnaq9cMr5DmO4ziO4zhOTfzl2HEcx3Ecx3E6RN0qYvk1FQYIqFmCTvSs7mWZx+hsDdgq76I5BchyI3/3u9/NjVH7VZiTT53zi+dT1bze12/rwJzPOibL9EGTvrqn0HzK/drK/zlz5syu45Mdd9wRADB16tRoHzTvpAYzxkx+TWTM+aGyseRr5XwtjknN8Dz/ddZZJ7Tts88+AIDzzjuv61ha3Y6m5WIFK0VdLTQoqS/KqrdVraBUBcq4zCXD2q8YkKfj4350jdD9NHdsv379AGRrAgCceeaZADKzKE3cADBhwoSusdElw5qTbNNxWybTVLN1VRnTjKyuYbFqgzoX7rrrLgBZZbxLL700bHv11VcB5INtdt99dwDlaz7hGr7GGmuEtlGjRgHI55ll8LO60vG6tiG3JgF53F/P2QoMs3L20yWE1Rm1mijdoVitVPvdbrvtQlvKeekxmUv2wAMP7NpP14pFF100t63tCq5V4LNcXX6stchah/leQfkzgBPIXCMeffTR0Mb7dLPNNgttDP6kWwuQBaT++te/BpDP0UvTfqwKm0WZG1CT/NYxLPlapK7VddE831WZPn06gHzgKMd7xRVXALDPrxd5uQHXHDuO4ziO4zhOIKo5TtWOWCmBqO24/fbbAeQDFfg1wK9tIPtqUwd4pmjSNgZ+8AtcgzioFdEAnnvuuaePs8toq6pNnVRusS847duqYlXUzloVnhR+eWs9c6b52WmnnUKbajoA4Nhjjw1/X3755X2O1xp7arBLSl91sNLvWP0WtfBlUPtLmQLAOeecAwA444wzQhsruWkggRV4Q0499VQAwCGHHJI0DtJEI9yLOWyNx9qveLxUC4NqKLh2aHpBaigpa9U28VozWBjIUrj1Kvi2SSo3696PaaWsNfqyyy4DAFxyySVd49DqVzvssAMAYNiwYaFN5zih1nLEiBEA8mnWaOXS5wIrYal1sVcan6pwXpZZX6hZtoKuWN2PldiAbO3RyqEMJNV0jwsuuCCArAIgkKUX23fffQFkKQwVtYZZlgQNLk0hFoCv8oitX32RatW01mFqRTkPNYUd3yE0pSa1z5tssklo4zONgXZAVjmQ/7ZRvS813WvbaWFTLT28DnVSq/YaWktXWGGFrm2pcy7VUp2yBrvm2HEcx3Ecx3E6JGmOra84/VKxUh3Rb5WaSaarATIthn4N9O/fH0CWvB/ItM/0KQSyLx/6pTCVC5D55KVq0VJTA9XZngplYPkOWj6OVuJtS/78ylYfK9Y4p6z1WBb01z7hhBOi50BZWNrhqjJOTRKfCuerai4oN8vPW/uPzZOvfOUrAPLaBv5WUw2xmIEFf6t+iloEI0ZRdjrGmLa+qe+ghXVNOP8sX2/dP6ZJKf5OsVJ3qT8rNZnUGNH/EwCee+45AJmPeCptpcKqiiVftukakZIWkjEgQOanyTRrQHa/aDolavPUR57FF4hqQrn28x4BgBkzZgCwtTepa0Rq0Zq6RVZ0PYj5Zlpp1RhnQL9JIJOlplejNVQtSZZ/c1Vi6RGtfarKvGmBK8tfO7ZGWPEgRJ9ZtFzoHOb2tddeO7StssoqAIBXXnkltNFaxHGohSZ1DhXnZJmPci/ilgD7mRabw2oNKlpXPypNsr6rEJ5PrACQUnVex3DNseM4juM4juN08Jdjx3Ecx3Ecx+kQdauwTHd1A1ZYDQnITEusgQ5kqn0GNgBZdaBp06aFNqZdYfCCpvao61BvOadb1XWsgDfLnF2F1JroxeMC2blzfGoqWWihhQBkATZ9HYNjVjkyAO/EE09MGlOKKaPMpBEzsTYJHiim49L+qlbN05rvWi2vKjQVMdWSBuLUpcy8nOK+kLLdwro/Uo9RTOWmxOaElTJJK+TRRMo+jjzyyLDtvvvuA5Cv1pZy3m25qdQN5kt1J4hVPNTgZs4/mpyBLIhJg8iYdkyPT/cMBkFqOjimPNSgyZTqYm3N4aruCVY1vti1VLM+5y/70FRq1vy1Kny1kd4rNkdS19aYfHUeWSlWq45Tx1UGgzjpXqH3OdMB8l1Bx6pBzXT70XSIMVeIuq4FbblQVD0+z9kK0oztD/QuvVwKrJYM5IOmSbEqrN57PIfUNbhqUKlrjh3HcRzHcRynQ1RzbGk1Y18Zsa8d/R2d4rfccsuu/fTN/6KLLupqK2ps6mhuisnyU4MuyqjjWG99/cS+OPWLpxiIpwEFb7/9NgDglFNOCW1ME0aNkfa72GKLhTYGLFkFNHgsK+2Rdf7sw9L0WfPKup5N0ghZ8o1dTytQgYwfPz78TU07iyYAWZCSplBi2iHVWMSgVqZMw0L5Ux5Wui+VmyUH0otUblWLusTmTln/HL+lgec15FoCZJp7S1NozT9rHhaPXfy72IcVcJuKpV2vuw5bqGXukUceAZCfB9QO0xoFZNo7pmurGmgHZHOdx7LuSz3PmJWhiXy5vwZ+tSHfqtchdl6WBr1sPhTX6rLUb5b82wratYLGY8FrMWuhWpcZ7Hjcccd19WGhwdJa1Kl4TIuUa1GmuY2dc5N12EpH2KtCH23yzDPPRLcPGDAAADB27FgAwLnnnhu28TmbugaXtRVxzbHjOI7jOI7jdPCXY8dxHMdxHMfpEHWrsKqp0PRUJxAuhZTAjb62pdaQj5nnYliuDzEzfBX0PGIyto5hnbdVMYf7FZ3cAeDNN99MGmfMtKzHLwa5WPmDy8wdbcjYcp2ZZ555AOTdHygvyz2BaADXwQcfDAA44IADKo2njFgAocqG47SCaGLyVfgby1WnzphT14lUc3MbgTLcXyuzpZrZisdvIuMmc9hyL7HyzbeRn5R96LEYzKS5jFP6KINjj12PMnczK3d21TnMa2PJV9eDOZkHtngM/X/Mjc16BsTmaJ35W8dcz9/ob+nioO4N1n5FlwWVBa9P2TVPuV/rBAvG3NWq9tVkHbbWVmsNjs3hVHeoNtG1kO8gWoeBAaxDhgwBEH8+K2XvESkVBV1z7DiO4ziO4zgdoppjq6oN39yranhTsTSMZQFzdccR2y/1S1m31ak5b1XIi8nY+qJsorGOEatIlXr9LU0UUXnFrkUTGVsaA2qMqwaSWfs10VjF+lVi8z82N3UOxzQGTeewRdV1olfridVXG+uDpbGMyVjv0aoytiwHVlBhcRzKnNQKtbluWHPYokmqMe5vWWZS12ASC54t+23VednGPFZZUYZl87dOKjcr0I4a47LnO//mnE89b0t7WFbBzjp+SltsTFZwnXV+Kged9ylYa0rVOTwnNcZEz/nee+8FANx5552hjel+Y/dNmXytY6XMYdccO47jOI7jOE4Hfzl2HMdxHMdxnA5R3T3NGJY62so/qdQ1MZdVobL2K+5fRsp+ZeOn2aMsYCT1OCpDy53FcvyPBQy1QSzXYtk1KQaNWHIqGy/l0MR1wTKncQ6r6apYUQ3oNvfVMc3HsILpUvNbpphny8ZLU5zKoc59awW4UsYqw6ruUVX2qULV9aSqS4KVB7WJuwrnZtkakWIK/iiCyZTU9T11jbDmcFUoVw32sa5XXVN0k9yrc9LdyBpHG/IF7JoJ1vqeEuBWNueJlbPcWhMttyWrDysQMubWlnrtKONUN0OL1PcIi6LMP6qKeVtttVWt35VVtqRcq76ruebYcRzHcRzHcTpEPwfnnnvurjamsFI+9alPAbArqcUo+7KyvmSKbWVfWzGtT2oKIZ6XlWpF2+oExlHGmlqEMlYZUhOXWjs9NQCmah+p8oxp3awvOStFS2o6pxhMZ6N97L///gDyTvlW6qai9qiO9tui+BtLO5Farcnaz5Ibz0s1Hbxvm1o/mBpP+7HWCV4La52w5JmqUYzN0yaBaCmWq7LKi5ZWqmoqLMpN5+tBBx0EIK/R41qiqZt4/NTKXMXf9fVbEgtMtPazjm8d05K9lVrU+m1V+TKlmPZx6KGHAsivAdxP5WtVES2OqUyzRWLPvrKgo9h6Yd0zlkUjlvqtaeU1yk6fc6x6xnXH73bhAAAgAElEQVRI99P0bpzjloWqyXMutg6nPueK18c6psq4mIJTf6NtVd8luAbr3DzkkEO6xmutwUXZ1LGQWankikGYsSqO+tvY2mNdI8Waw1ZV35Q57Jpjx3Ecx3Ecx+ngL8eO4ziO4ziO0yHqVsF8sJZ5X9XdlosB1dZWdadUUzDV7FYuRppirEo6qWbqWP4/3WY5tls5mOsE3bByl46PpiUrmMly7Ug1Hae6KaSYqqoGj1jmUd2f19gKmLD2S4Xy1ePTBKWmJZq7rLmWGqgQk0nM7Kz9WnMoZm5Kzb2ppsvYeOsE3nCdUNnRfKdzmDK2XJGs+zPmClBm+i0GYpaZ/Yv969/WHI4FepYFblVdJz744AMA+XPgHFb50hSdWmkr9bxS3C/aWHussVoBXGV5eKvKVytlEq7BenzuZ1U7tKrskbJAL56P9fyMBVWV5dguytw6prqRxZ5z2pYaNKxwHVbZ9evXD0DeFYB/W9XM6roWAvZcL9YYsJ491noQcwuz3j3KEhpYMq76nJs9ezaAvNw4h/W8rDWYxN4Fyt4Z2J/1LOP5l83XFJc5yz1N2/ics/qomkfaNceO4ziO4ziO0+FjH0VVFMdxHMdxHMf5T8Q1x47jOI7jOI7TwV+OHcdxHMdxHKeDvxw7juM4juM4Tgd/OXYcx3Ecx3GcDv5y7DiO4ziO4zgd/OXYcRzHcRzHcTr4y7HjOI7jOI7jdPCXY8dxHMdxHMfp4C/HjuM4juM4jtPBX44dx3Ecx3Ecp8MnYhvHjBnzIQD0798/tK244ooAgD/+8Y+h7ZVXXgEALLLIIqHt7bffBgAMHjwYADBlypSwbdlllwUAPPnkk6Ft4MCBAIDZs2eHtvnnnx8A8KlPfSq0/dd//e/7/Cc+8b9D/+c//xm2zTvvvACAv/zlL6GN27VM9sc//vFcG/8PAP/+978BAP/4xz9C28c+9rHcMRX9Lcd26KGHfqxrxz448sgjPyyeB2W75JJLhrbp06cDyOSkY/z0pz+NYh+f/OQnAQD/+te/uo4511xzhb8t+VAG3I//B7JzVHh99Pjsj/9av/vb3/4W/qaM55577q7z0+NT3ocddliSjL/3ve99CADzzDNPaOM4dV7NnDkTALDAAguENs4/Hv+DDz4I2+abb76usRFeDwD461//mhu3Hp/XSPv485//jOJ4eVyVzZ/+9CcAwIILLtjVB/vV+4DH13FQvtxfOfzww5Pn8LHHHttVg57yXHjhhUPbO++809X297//HUB2bjoneD/rHOZ8UhnzPPTacR1hvyof67x5nfQ+4H4qM8K5o+sgx6vrBMdu9ZEq4+OOO+7D4jlQljonuObq3OHfPC+VEdt0XlMmvB/1b10TeY4ck97fvKYqB+6n8i2up7qN8n3//fdDG6+5joP9qnw570866aQk+e69994fAsBCCy0U2j772c8CAN54443Q1q9fPwD5dY6y+8xnPgMAuP3228O2tddeGwBw3333hTY++3itgOwaqjy49lImulZRvgq36xzh3LPWmeL6rPvrHOH56TODHHLIIclrxB577PEhAAwYMCC08V1ixowZoY0y0HvztddeAwB87nOfAwDcc889YduIESMAAI888khoW2KJJQDY7xK6lnA+We8B3E/vA5UV4byPPef0evEa8PkBZPNJj8/redBBByXJ+NBDD/0QyK8HPK5eO8qE8tAxca3g2g1k98R7770X2jh2PoP0GNb5s1+dfxybnjOvubXOsE3XNspI1y+icuAaYr3HHHnkkX3K1zXHjuM4juM4jtMhqjlebrnlAOS/lJ999lkAeW3y888/DyD/Vcjf8CtkscUWC9v4FbL00kuHNmqM+HWu6Ncbv+j4taBfEvwatzRCqmnib9lGbZ3+1voCVznwi0a/WvQcU7G+tJZaaikAwLvvvhvahg0b1jVWfnVZX1Uxrat+yfKLV9soAx6rTHPMNv0KpNw5JksDZB2Tv1N0v0GDBnVtj8EvWr12nGs6JxZddFEA+S96aqAoI52b3KZfuTx/64taZcg2ytf6era0pdrGL2Oel56fpaXjb1Uzy+um/apWNxXL+kDtk96LQ4YMAZC/Z3TOAvkvfktjzrmgGltLi0uZWlYtXjOda5SZauiKmjeVMX+r58ex6bW2ZKNrZwocr841zl1dG4cOHQogbzHgOViWNvan159y0/uV56j3S3FN1HWBf+tcYx+WBaWoHVIsjbRl1dNzoDUllVGjRgHIa8wefvhhAJkGGQDuvPNOAMDo0aNDG+cotZvUIAPAW2+9BQAYPnx4aOPY9VnJNr2WRc28NadU08xxaB/Ffi1LkrW2v/nmm11t+ixSi2Yq6667LoD82jh16lQAmXUZACZPngwA2GCDDUIbrzvvZeuZz3cVIJt3Og+s+9vSBBPKWOVpWRwpU45J1xTLokpUE8t7w7KapcI+rDVf1yhqjFWGvNepVVa5WVY5HkPXZZUJKc4xlWXRYqjj0HnNNq49KiPruWi9qxH9bcq7mmuOHcdxHMdxHKeDvxw7juM4juM4ToeoW8X9998PIAsiAICTTjoJgB0Ucckll7Q+QCCvjo9hBb3ETCfWNrZZASlW8NXhhx8e/lZTSSocs5o5xo8f33U8a1yxbbE2i1i/vaLsmNyuMtYgixRoKlVTIOewyte6tjQpWtt6RWyup157a//YHB43blz42wpuSEVNZEcddVRufIAdHPp/nTIZW3NYXaNSoFlU5cv+ytYI/h1b6z4qisFMCsetbhVsU5Mpt+scttwzYtBdQl0dJkyYACA/ZynrSZMmVerfoux+LTInrlVsrqh81TUilTvuuANA5loFAGeffTaA/PWkuf2qq66qfIwiZe8NVWVa95rVWSOqypguPOp2eOaZZwLIz2HL3aD4nLNcJ1Nl1eQ9IrYOpGLNYUu+Ke9qrjl2HMdxHMdxnA5RzfEmm2wCIJ8mhV921teFFVBgObZX/WLTY1kpaIgVZGBR/G3ZF0tsvFYgShUY5KVfMtb4OZ4y7XBx/7K22LbUL7m6Wo0651L1S5KBjLNmzQptVpoeYgXH0ZE/dbyWtku/3mMaGsv6YVGcI9bYrPvG+o3uV0dLzmA31erHUphZ8um1dl7PP1UzkjKv61hmqt4vXCM0oCq2RswJ+dbtt6p2NPWeS71vLBgsNm3atNBG7XPZc64Y1KrjSH1uWBR/W3XdA9KuTdkaQaw0plVggN2DDz4Y2qygVmtclKmV8ix2jpbMLI1t1fvR0kpWtcrWuZ4xlllmGQD5FIGxVJSxFGpl71tVz9WiDS1xLH1eGzJ3zbHjOI7jOI7jdPCXY8dxHMdxHMfpELWVMG+o5nelOt4KrrGCb2JuEEpM5W2ZTqz+UqvaFLHMyqnjbWqStoJHUoMIYyYdyw0j1l/q2NsMDImZhoFMtmp2qxrURVOcBjPF3G8s9wfr/zH5lpm1i+Ygq3qjFQikuSSL81TNZHR9KrtWVn7qOli5bmmGtcagsiiaa1ODySxSXSOsNSnF5GatK2X3o1Vds+o6wVyfmu/bumZWTuWY+b5qwGmqaTW1D85nzT9aRAOIYqbSJm4rzOurOc6tqqPWs6EouzKzPdss94uyZ2qMmGzYh85Ba65YcI40fc5xDmseaKvioXWM4r1WNieajDNGmZsGkO7yYf0m1SXHgnNHA/utmg3W2FKeF2XPatLk/SD2HhOrZly2Btedw645dhzHcRzHcZwOUc0xUw5pZSQrFYjZcecr1aoDH6OJo3aq5qioMUn9KrL6rap96us4VoWZMj7qVEy9htclps0tgzKyKp9ZxIL/rGttaYqsimPWuDkm1ehQe6WBFewvdi9ZFfWUmNbDOocqWNpJKxA35Rhl95OlKYxpEMqOEWuruk+s3yYytgKW6mpy6qxXbawzlkaHKRUPOOCApGNWTU+ZCucqq4cBdqVOi2J1v1T5qgbM+m0bxDSuVftQ6qwRtA7oOmxV9bPg/K/6LtE2tD5qYGxRPjGNd19Y63DV4H7Lekd5lQW0F4NKm6yjqdS1BlrP7tR3taqB/a45dhzHcRzHcZwO/nLsOI7jOI7jOB2SkheqGcHCCiKqasJJDUIrBmlZlfrUZLXwwgsDAFZeeeXQ9tBDDwGwK1VZJtpinkXANu/WMVsxv3EbrgOpDvIfhTtGqjO8ZdLR86pa/YrHUpOcdf40j1qBcNb/U4PF+JslllgitPXv3z/Xh1bvu+6667r64FyPzS+VL8/BMtPF3IzKjtEXrOZUx7WjiBXUq/dzan7dOTXHU4PflKpBpVwjrIA4lSnlFAucs4LJeiUrVkkEgL322gsAsNBCC4W2ueaaCwAwZswYAMA222wTtt1www0AytfFsqDaFGjyL1tbirn7y34Tq7qpgWnvvPMOgHyu+9g8t4JdYy5I1nPRklHRvF48BqmzRtBNhYF5ih7Deq7HZGw9m9tEXUpfeOEFAMBZZ50V2k499VQA2Ryy1mHrHrXOyfptKpZrjnXtrGdJMbmA1cd/sgtnLO84YK+VKfPFNceO4ziO4ziO0yGqOY6lmFGs7W2kUVlqqaUAADfeeGNXGyuefe1rXwvb3njjDQDA5z//+dC2xx57AAAef/zx0Hbfffflxpjq0G21NQ1mslI9pY4hhY/qi4/nteWWWwIAjjnmmLCNWvzUAKcmQY+0HLD2fF9YwQgxzVps7KqhWWeddQAAN998c2grBlhpX3fffTcAYNCgQaGNc52yBLrPp0zbE9MANAkEAey0hrGxKCnBkVbwXa8r6tUhJuMm96GVetC6D2LBKnPSgrT55psDAI4++uik/Xk/qKaZ9wHTiSplc7jqGpH6HKirndS1fciQIQCAb3zjG6HtzDPP7PpNylyqek3LUqLG1tumz7nU1HFVU5v2ah3gPXfnnXeGNlr89J3j/PPPB5Ctx1ZAnhJL19fEehxLG6jEgj+rWqN0vV900UUB5J9Lc+rdoyzFJtG5lfKcc82x4ziO4ziO43SIqiv5JWOlEsp1YvhiFb84rC+8H//4x+HvvffeG0D6FxN9OKlhALIvA/qy6XGffvrp0EYf6tQv79Sv0zpf1JZ2MtVf86PQCrOG+9JLLx3aqNHcdtttQ9sf/vAHAMBaa63V1ce7774LAFhggQWSjtlEc5yaxijmu1a1GMUFF1wQ/v7mN78JID+HeIxnn30WQF6r/NJLLwEATjzxxNBG/0RN75YyJ+tYROoQS9umxPyerd/yPqZWAgBef/312uNMgZYpILNYUXO/3XbbRcfRq3s0tThEzGew1+gz4le/+lWl37744osAgJEjR4a2Omtp3d/yXirTJnE+xoqWKAMHDgQAPPzww6GNsQ8HHnhgaLN8ymOkWghiaSSbzIs614Y+x2W/teKXYu8SVYvA6DXeYostAACbbropAGDeeecN2yZOnAggPycJ1wMgi1uKWR+apntNgfNK70NLDkylp1rUogwt7ffnPve50Lb++usDAE4++eTQtuCCCwLIW3r4LNt66627tvEdTMeRMifVKmu9d8b6qFwcrnQPx3Ecx3Ecx/l/BH85dhzHcRzHcZwOUbeKYvWfvrBM0TGzL9XbO++8c1dbGTQfsLqOmjep+lfTCfu95ZZbQlssvdFHRWpAXq/MMqk8+uijAPKVjiynfQbCWfTr169Ho+uGqYPKTKHWHE6ZF3o91lxzTQDAjjvuGNp4H0yaNCm0HXHEEQCy4AVNb0QXCqYIArLKTHRpAfJuQilUTZVYhVhAnpJUz176YMUyTXvFoNuqqY4Umh51DtP099Of/jS0Ue40CatpcebMmV3j5d9151IZalK0SE2R2CarrroqAOCBBx4IbWVrGZkwYQIAYL/99gPQnjtI1TWyTK4kxZ1C59TUqVMBAIsttlhoo2sUg8KB7Fx1HFXdpmKVzyx3hCYBmnWeQWWumSQW3J/qjhULTtN5uvrqq/c5DgbdWWvauuuuG/7ms8xKURej7Fyqyji1wm5KyjcrKF1d+ugWablm6HOfaRunTJkCAHjuuefCtmuvvRYAcPXVV4e2GTNmAMje7fT4RJ+BdNNgKkRr/ya45thxHMdxHMdxOkQ/8VNT11g1x4voV/HQoUMB1NNSUYtDp3j9yqFWWb+i+EUT01ZWddTuizq/tbSuqQFgxf3qHJ99aLLz4447DgCw2WabAchrzKxrxq81/XrmnIhd4zpyr/pFPXv2bADlaXJiwTaxhPx6ft/5zncA5AM27rrrLgB5bXKMV155BUAWzAAAiy++OIB8YJqVLD+GZQWyNL515lDq/OMYVI5FrZBeJ8rx4IMPDm1cO2jBADJtAmUHAIsssgiALGBXz5ty3HXXXUPbKqusUuu8Uu/bJmtM1fVA6VWqK6ZjpHa0DtQYc01vQhP5WsUaLKgJY9EboDsQSwv6qMaYUGNM7ZuO19LspgYYcf2ab775Qhufx3yOW4FLZcFiTQLUlVRLjxVkxfWJ49O+uL+mvqTFaaONNgpte+65J4C85rGIakf5DNTAaMpY32Wo5YxdryaB+k32t45rPTdiVmn2q8F011xzDQDgqaeeCm33338/gPx7BOH1mj59emjj+9i4ceNC2yabbAIAeOaZZ0LbIYccAiBb29Xb4Nxzz+06VoyqgZGuOXYcx3Ecx3GcDv5y7DiO4ziO4zgdkgLyykwiKWYxNfcwT562pTLPPPMAyCreDR48OGyj6n355Zfv+p2aXYq0FaxSx03EyhGbOp6649aAmY033hgAcPjhh4e2lVZaCUBmRrJMXKeddlpoO++887r2e+211wBkZpALL7yw9vib5InkeK2AEMslp+r4hg0bFv7efvvtAeRNzbvttlv6YJHdaxtssEFoo/mZwU8A8JOf/AQAsNVWWwHI8kqX9au0VeUxlZTAGt3G9YHuKkBmctOAJuYa3WGHHUIb827yvlczNuc6K14B2fxQl5gBAwYAyOaQuo1ZrjYxF5c2cnVbgcZWYE2vrqGuodOmTavVh4435oZXlSZVHlNd2+hOYZmw6cpHF6jib8kvf/lLAPmgLprmmfccyOY0XdWs+0IrZjJX9BNPPBHa6AaiAUskdi+WUec5Z7lUWaQEs1rzm258QGba5/0LAK+++iqAfB5zngfX/n333Tdso+uAVm203Cp6FehaN6i0bDx1qzxafajrH5+Deh34DqABdkU0II/rsboPXnbZZQCyfNNaQ4BB0amVBSu/O1Ta23Ecx3Ecx3H+f0xSQF7Z10hKcJDWj1en6hRUM81AG36BUqsG5KsOEY59ueWW67P/Mq1takBMk6/w1K+aqsdQLTF/u8suu4Q2pq6yZLDNNtsAyKfBi1UXVPgFyS9wSyujGoiU1H91sDTHsbRHMS2qlfLsjDPOCG20alBjo6RaBrifanuOP/54AMBOO+0U2qjF47zWYIeqAZpNU7k1CQjl8ajt4f0NAA899BCAfDDtkCFDAGQp3YDs3NUSxWvBOaz3P9cMViYDslR7VgUm/nvWWWeFbdTavfnmm6GtauBeKk0C8tqkavpAq8oZ0zUB3etAWaqxVOoG5FmaeYVzVIN2ixYZrRxK7S+DlQDg0ksvBZDXYDJVof6W9wGtoVwDAGDEiBEAMusIkFma1EJCrTPlaj0LlF49g4BMO1uWNo/brXXY0o5yXdeAMa4XqmXkdg0aZwVDBvCpVpUBfGVVXFPS+6WmKGyyRjQJvLWqDKag6y0181XZfPPN+xwPkM1xBktq0KRlKYutlR6Q5ziO4ziO4zg18Zdjx3Ecx3Ecx+kQdaugGaMsIM+qulKszqPBMqkVifjbiRMnhjaa9WniUhcNmkcUmhsYsBA7TlOa9NN2PlKaDdSczGuwxx57hDbKU11irrzySgDAjTfeCMAOViuDrjDWNaGcaPoGMhPkR1UB0ApQiZmbaAJl3l0gOwcNPqx6XXl85mcGsnvpscceC20M+qNLgeb2pnlQ79vY3Ex1bymj7NpZYyi6ceh84TqhAR0XX3wxgLypmpWXNIcpz51maa2kqS4ZZL311gMA3HbbbV190P1Ct1kVqWImvarVzxTuX+by0quAPPanZtSUY1mBS/vvv39XWxtrX5NzprtB2frNdTB2fRkkBGTBRgcddFBo47lauXpp5geA3XffHUA294YPHx62MQhdz9nKO110c6xzf7YF3R8sdwmrIlvMBK7////aO+/wPaoy/d+u2wIo0gVCaBGQKvECBNkFKUpRUUpUUIoUDSCSkA29C1K9FAKsCEtWIMKCoFKUIqAQJKCB0GJoIdTQXUC2r78/9r3PPDPv855zprzfcPm7P//kmzPznjnzzJkzM0+l3G0gGNc/rsdA4dZ5+umn943NcwvjeM8888y+Y1n3ixy3ilzazOHcd7Uu4DsFg+QA4NJLL63Vx8SJEwGkz5nHirlQWGJtdfP5S3MshBBCCCFEj6jmOFZ1JeXQz7d0fmVZzW0sOM4ek87zVtPJoCT7pUi81EDUwMWctruqkNcEryJQroxjldv4JWkrf02YMAFAkZIGKAIVbEqyWOqVukyZMqU0VosNKOG1Tn0N1tUyedpfT1PgzYXYsVhD3vYxa9YsAMC0adNCmxekmhNg5cnBaimouVx11VX7jsOUOPfee29oy5VbE+2Fp9GMpRqzVKt3Pfroo2Hbxz72MQDAjTfeGNoYQDpv3ry+fpnesQnUuFlrBjWFrJJ1zTXXhG2epWNYFfK8gLE2QZA5cH4Dvqa97jxhtTKrfSdda7y7qEDotXmV9KhhpOXhlVdeCduYXtGzvFkNH9dbG8jLgNuLLroIAHD22WeHbbwfbLDYTjvtBKAchBYjFbA0LLx3BE+bbPerVl2z27gOWi0xn2m2ra5G9cQTTwTgW7ltUF+VhfUuEbNypp5zOWsJA6GBcrpAwkDTXDlbjXwVex/YANMque9vTddKaY6FEEIIIYTooZdjIYQQQgghemQF5KWqqsRM4fx3jTXWyBqQNR16wVyeO0VsG00yNqBhWDQxC9IM0UUOUys75ne1FX54DJtD95JLLgHQbWABUJinmS/Sw5ogh5X/MdeUEnO/IDYI6zOf+QyAsovKeeedB6CcP7duPlFvG82ONgiN+SF5LFsN6vDDDwcA7L777qEttxrZME3bufl6CXNk26BHriNPPfVU2yHi5ptvDn9bdwpCczhNe9bdyKsK6pmJiZfztw1t8tTmYCvgef3ymUAZefKzz40777yz9ZiGle855mZl8dyHuN+vfvUrAOV5MXv2bAD+89O6qnA9tvvxucXgaDun6CpnXYu4Htm5FTNxey55CysYOhdvjebf1q2McmwT6MnKsR4273+XrhNt8s3nVr5reo3t7zjH7T3P6o6rr776wD5YYRLw18D77rsPQNyVog115SvNsRBCCCGEED2imuNcYoE23GYrm7D6z0h8qfILwWpLqxqekQ7Cs3hpRjxyAihshaXLL78cgB/gaDVgt99+e80R58FjMSDSpoGiRsMLVEkFHDap4FaH2FxgeiWgqJC29957hzYGG3kaGztuBmF6AT7821az8lJI8RqyzQaffPzjHwcALLvssqHtmWeeGXh+bTTzQHF9UhpR79gMyjz55JMBlOXJOWN/94tf/KL2+AZhUxF5jB8/HgAwZ84cAGWLAK+Jva6epS0VIJNDbhXNLgLbvApl1MrFqgd62Ip6OekgPa3nu6m6GPfzgnY9y4xXYZa/tWuErd5JWLHRGxu1xB72nrfpC6vUnYPDqKIZW4s8C563rnJeeZacutj5F5uvDz74YOtjebQJ5uP+qXRlTdcIm1Bh0UUXBVCem3z3uPDCC0Pbd77zHQCFldNWOvX49Kc/nRyHPb+6QZZ15SvNsRBCCCGEED060RyTWBqsDTfcMPz9la98BUC5Xvyw4Fe5LUIyadKkWn3kfsU10UBXU9416Ydyp/+wbbN+PlOnTgUAfPCDH+w7vr12Xnq5KjaNEH1xrQ/x1VdfDaDsC0voU+R9yXlaVK+YQC5VLW0T6Ft11llnhTZqinLTpdkv3qpvvKdNsftTvlY7QtlUU6EBwHXXXQcAePnllweflKFt+qFczabHJptsAgBYd911AfSnbQLKWvEuYLorm0qQWDlSO897yNMAeppjTw5tNB7VgkrDhGM78sgjQ9uYMWMAFCntUvA+2HjjjWsd2/rv100n2UZbnqvdr2sF8K6bp0HlWkIf5VS/LDJ0zjnn9G2zxYO6pO0a0Sb2g3g+/U2flfZvWqgOOOCAsI1pJD1+8IMf1DrmSJA7/7u01i+33HLh7+eeew5AORaEVgymGfSwqTtznlepdIu5hUFykOZYCCGEEEKIHno5FkIIIYQQokfUrSK3ik6O2ppqd6Coc37CCSeENpqOrcmElYB22GGH0EZXjEMPPRRAOdDLg2ZCWz2reg4p8z7NOZ45tKtgJkus4piXeme99dYDAGy++eZ9v1t66aXD3zSVMiAS6A/sstsZxOiZhG0gDo97xx13hLaqKcX2v8466/SdC/HOr405OXXNiGcC5fHXX399AGWTO911UtWHKKcvfOELoY0VIpmazVZceuihhwCU5cBUZjYg7KMf/Whp//nz54dtV155JYBmriRN5nBuBSLPZMrKdAx+s+b0n/zkJwDK5mO6Llj3C6Z8tEE0vCdotrP3xle/+tWBYzzjjDPC37/5zW8A+HLk9fHujSamvxxSv8sxKaauEQNrGNCbc9xBHHbYYeFvuiTZe4huFLxH2pjL2+AF2nnXzQtWrLoU2fnAv700mW3cFDyXE/Zhx8bxdi3LJvMht2JmThsDwoBCtvbej7no2eBHvjvQpeuoo46KngPdXhYsWDBwn64q5DUNyMsN2u0C60ZpXaII72umOdxss83CNs5Tm+o1Z61Mvat1iTTHQgghhBBC9IhqjnNrzjf98rVfG3W1hMcee2xfGx26l1lmmdDGrxf7tVnVdHX15dGkH+/rPlfGlPqYMw0AACAASURBVN/pp5+edSwGa8RqwwPltHdAWRvCLz6rFZoyZQqAsvaS42UaqPPPPz9ss1+cMTyNZN00QpSvTRIfk693rCeffBIA8MILL4RtTHZuC20wUMNqGtmfDf6qph+aO3du2MbgHBvISC2p1UAxLY6XyoiphnJTVLXVata9JvZ4DLbj9bHbmDrvE5/4RGj77ne/C6CsCaYm3mp0Ro8eDaAI/vTSZXljevXVV0ObnTOAn6puJDScIxmQx0T8ufPA06DffffdAIAVV1wxtLFwxeOPPx7a1lprLQCFVdHeXyNJroY1lvqT52+DbWMBzW2uJdcS2wfXBrtGVO//lGY8RlcW0lRQY471wwaC8fnuWYbt/crn/5JLLhnamGLszDPPLPVlsWv5l7/85b7tqbE2pW4/I7lG5ML57wXlc57atHg5Y29iPfP6VxEQIYQQQgghaqCXYyGEEEIIIXp0EpDnUVVbp0y8dc0BdCmwjvg0f1u3CmLNqtVjpYIMR6KSX8rETxORNfPsuuuuAIoc0l5Aiw1cipn5rHyqgUXWPEV3CpsHlayyyirhb+aM/PnPfw6gbPL2TLHVcVvayN8759y5RjnQDWSPPfYI2xhIZoPFWBHMVh3k8ZljOgVl/dJLL4U2Bi3Yc6HrC4NK7HWmq0KuW0XbuV43h6ndn/cvz9uaTA888EAAhfkTAMaOHQugbAJlv9a1hC5E3lrgjZtBl9Y8GwsG8QJkc6kr42GvPwxIAspm5xwoZ5v3nC4vdKUACpO0zVm97bbbAgCef/55AGlZxlwB2rhe5bpZefvxWHRzsmulzTGfcw4x7Pr89a9/vdQXULjKxdbPVMDjSJjkU24T3na6N1HWVsabbrppXxuD+3fbbbfQxgDdmTNnhjauK547BefpGmusEdq8ioOxuTaSritdBK93gZUH3Sm22GKLvv0oS/v+luMakusa1MWaKc2xEEIIIYQQPbI0xyOhOa2Llx7nmGOOAQDceuutfdu8ylsklX4l5+tw0G9zScnYSxPFL2ovjRC57LLLwt/HH388gHIAmBeowMo2TINl0+UdfvjhfcfgmPbee+/QxlRQMW1QbuqvrlPi5GqKqtx///3h72eeeQZAOeiIQYcbbLBBaLNfxoOw155aD6YnA4ogH6t143YGkFmtcjWQzB4jpTFqognNDQbxtleDnGxQFoNuWW0RKGS88sorhzamK5w3b15oo+Z9yy23HDiOE088MbRZjXGVmOzsPZcbDLIw11Nvvfrxj3/cuD+rMa7CypL2uDYwmhpjrm0pWdYNEswlNxWht50aS66Rb7zxRtiWm0YyBq1Vdt1lhVNrKWHV2dw0WF5bLAC/7XOuTXA/5cjrynkDALfccguA8jrLv2fNmhXaOE9t/yussMLA8Z599tkA8quMkiaacW9b01RuCxt77x1yyCEAyhZlQktIqvptdY60Cciz23LWCGmOhRBCCCGE6KGXYyGEEEIIIXpE3Spo5ooFcgF+sFg1r2Fuxbk2/PKXvxy4rW6giVXxp86ftMkRm3IqZwAi8+ACwBVXXAGgMK3TxGSxldn4tz0WAzlswNiee+4JoJBZzCUFAB544IHSeDxSJqPcAKem+R+93MMWmnmsS0IscJNV62zQDfPtMmAGKAfs5cDKd7aKG4PUbP5pmlnpPtAm77ilyRxmQIvnzmHxZEw80zbnAoMfAWDrrbcGUASCAYXZjvl1U2PhOnHSSSdFx1vNf+vJ2M6rXJNeXWK5ui10v7Hm9ur9ZF0XmKvbBh11iV03uUY98sgjoc26IAD+MyIVROY9X+riVb6rjgMo5rlnwmfQrlfh0+bz53xJrUf87QUXXACg7KJCdze7tjAIOOYS4Z1fk2CxugGP9jfeGOy147Wwc4ey4n52HeQcojua3d/ONbqn8NkG9Oc+t+fIZ1ld17/cXNkp6s7numuwle+wXDIuvPBCAMA3v/lNAOX7YM6cOQDK4/XehapjS903uW6cOfKV5lgIIYQQQogeUc0xv4pTX4r8Cok5nnel2Yrh1fcmNqiMmlBqWOz5eYFvsfNvG2iTq0Wz2qAq1BrYvmIVwew4KZcjjjii1ngvuuii0EYtZuyrtUmwS6qaUg6cw6lrk/riHtSvDRZjtbzTTjsttDFgzwbUcCyrrroqAOCUU04J23baaScAwGOPPRbamCbq3HPPDW1vvvkmgPqaiGHce7kWoLoyJnbMVmNMnn76aQDA9ddfH9q23377gcfef//9+/r1aBKcOIg260RuOkJalXIDAxl4Oyxs0PSOO+4IoEi36ZF6Rgwr4NF7fnlrMM/He86xD/us4BpsU4VxTnkB5fY+mjx5MoAi8NbOX6bJ/O1vf9vXb+wc2mjX2wbkxbTWda+7t49n8bOpBFll03su8trNmDEjtHka6dgzOIb3LtF1gG5Vuz6IahC//buLZ4MNsKN22NNWM1gvVbmWxDTzqSDPptYlaY6FEEIIIYToEdUc86vJftF6/sUk9+uyS42MxUubxS90e8x9990XAHDeeecBSGu+Un5Sbaj6NQL5frKE+1lN0A9/+EMAhV8hAKy00koAyumUYlpxfulNmTIltF166aUAgD/84Q99Y0v5DMbOJVeeTX2x7Di8OcwxeemkYvN1n332CX/zC3mXXXYJbSyaYrUOLKDiJZ/nMZdaaqnQxvl6xx13hDZ+cdctwOG1tdVieL7EsevvzbmqBq4J3/jGN8Lf9Pv+9re/DaCcqs3TPvNaxDQTuetAKnVTXRlzHbby5Xg930Grvalqqmz8AFNiTZ8+PbTR+tEGWjWYcgwotNr22lfH5mkQPVnZ8/OoK1/P5zj2nIsdy14P3hc23oXn/Nprr4U2Fk3ZbrvtQhtjDnjNrTWKvrSef7OXriqmdWuT3q0OnsY0tg7nWqE9uP2ee+4JbZx/dv5TtrTI8X0AKO45+/xkkadczWZsDqesok0L2dg5EVuDLdX1uyvrYlVLbwuBPfvss337e8/q6thT8vXS2jadw9IcCyGEEEII0UMvx0IIIYQQQvSIulVQpZ0bcDMSQXcxWDXLG691JbCpoYCyCj6mqm+TCmcQuUEJOVhXB9aVt64WrLBm3SRWW201AMDFF18c2hgMxipwuenVYpXWUqYP0iRwL0bVtJii7nWwZtS99toLADBmzJjQxmp5TGcD9JubPDOSDb5joEjM5SC3cpB3Hdq6CHnpqXKDKb1AoqZYtwOmEeK9ngpe8uZJdUwxdxD7t2futjSdw1a+uWbXaqAY0wICRRrHnXfeOasvO27KmhUNb7vttrBtwoQJAHw3t5grgHWXyHXH6ZImqUWrAdze/PHcpxiMCxQpNm0bU4nR1D979uywre4zI1blLjcwq+39yd83qRrIuZB7/T3XtKuuugoAsN5664U2ul498cQTAHwXJev+kuOe4q0pue6Gli6ec7EUhXZMOVVcc/GCFnl8mzLSpqSt7hdL35h6V8uVr9wqhBBCCCGEqEGW5th7W/fwUqJ5b/K5b/d1mT9/PoCyJoRfKAcffHBoY3qc3CClXO1Wk6/rqpxS5AY9MhDRc3xnQFgTcp3bq1/S3rhzAzHaBCrEtIS55M5XyvyTn/xkaNtyyy0BFIF5to372+I11D6zaIIdu5UD0xbGgkOsJqRNKqUUuetEjvba0wLkavTsOfK+Z1BObrEOCzUvseC31Bz2qLtOeGtE3TnM/Z966qm+cTDdIABcc801AMqBS9tuuy2AsranbuCkd860oMTSW9njeOnSugh4jKVyawOvm5U555K1Lt10000AiucXUGgzqbn0guJTVC10ntbes1qlrCG5x7fEUo2lgi6r89/Tjnrz0VqIZ86cCSAe7OWtPTblnjcnuF9MS2t/F0tk0OY55wWU51oaq/OkiQWF89mbG+zPapW9c/aOyzHF5o2VuXcvk7r3tDTHQgghhBBC9NDLsRBCCCGEED2ibhXEqq2r1eXs9phJoWuTVQybD5ZBJzSrAMXYc02/MawZoUmOVpoN7G+9OumxYICRJFWhhsRcUWIy9uaJDWhpmgfXjpE5LG0gQm4FnhwY+AgUVdts9ba6FYm8/XIq/3lmeE++qUCoXOxv68rYo4u5nltdzpuT/G3MzJg7h9u4RHjBTKNGjQJQdnXg9tz+ObbXX389tNHlp2s8OcVMoLEgPc9FynPpy8WbD3Rbsmb1pveG/R3XdOtqwQqP3m/arEex+RBbN4axBnvvAd67RGzMdQPiUy4ROeO1eDKrjjeV4zyGnetNA/LsMblGeO9quW5m3jYvwHTppZcGUH728fqyjfsAxZqTmps5Lq0pd76mc1iaYyGEEEIIIXpENcfe1zu/QnK/4kZS08nx2q8XflXYtpyqKzbdViz9jN3mfVGlqDr0A91Xqhk2sXHG5gS/bIHinD1Ze1r1XLzKZ3Xl2/V16KK/HC2sncO5mvEmc9hbJ3jNvHvLS9XjadNHcv7nVr2qkloniBeQnIsn33feeaev33fzetHU8kULhMU75zbrsFel1KusWj3moDHF8ORQVyNd9zkb2z/XamS3NVkjYjJOVYKttqWCuGJ9xcjd39OsxzTN3hrhrXNt3yWA8toSm8MW7/jVbRY+P60cHnjgAQDlKngHHXQQgCKNJq34KTzZ1F2DvTWi7nuENMdCCCGEEEL00MuxEEIIIYQQPWpXyKM6OmXOi7ku1A1IyiXXiT9GrBqehXJo40QPFKp+q/L3TFBensgu5JcTNJDKaRz7Texae3l4vVyTbWRMudngRm8ON5XvwjZlx+SbCirxclI2CbbxTIUMaLJrhyfjalDWMKpQVskNEo2tAZ6LiAdNfm3ybHtmT167VNBl1VQ6ErKM5dWNVWlLPUe87d46XFe+XmCgJ98m+V+HQW4AVSyPb66bi2d+bhKY6K0R1TzXdr/YGpGibhKA3NzLOTl3PfnnrsNN8keT2BqRCnCLvavlHNP+bavgVUndX54Mq/Mh9Y7njd2Tb845SnMshBBCCCFEj6jmeLHFFgNQ1rr9wz/8A4Dy2z21RDZtk6edI95XQJuvwmof3hdNTMPiBcjYNp6XF7jUJkUTUMjOfqFTxraNgSmehjlWdScVCJQTiFQ3gMgbh4dXzceOh9vbaG8Y9GdlyWp1KflWNWDeuaTmcKxST2wue+T0Zcftydebr23TNC2yyCIAyvf/xIkT+47H48Tmq6WuBigXr9+c43v3ktVG2POP7VdXxl41RMrXBqzxb7tee1Yo0iYIsiqbVEWqHPl6+9v54wXSehooe/45UL6WyZMnAyjfG9R02vmbs0Z48o1p0Ku/scdJ9evd37EKhF4geCrdY5M1gnPTm8N2zJRxzJKaspLFzjf3PvD6zdHYp9Zhbw57a0Td5xzTptk1Kvac89YILy2ip/2Onasnw9i2VCq36rz2xuFpmnPnegxpjoUQQgghhOihl2MhhBBCCCF6RN0q3nrrLQBlNTvV916+QptvrmrGza3MlTJLxUz8nlmgus1ujwXVWLMGzyvXdFMH5o22v6WZ2qus5JkGPEd+/jYl45zgglzTR92ADy94oM1+HsytaH9H+dp+PVlye8ykmety0sY85/VRPb5nCksFIRLPTFwH5hC3sqP5zh4vVqXP+39u4G5dk6l37+bkifXmhjX/eufsmf7sOpkD5WuvzeKLLw6g7MrB623NqNWAltxzTrmyVGXo9ZsKkquOyQsS8qoupuaDlxs5BtdgO17PpTC2RuS6BcUCE71cwp553XvOxVx/YuuznT9eAJc3z5vk4GVebvtbvkt4QbueK12bd4mctSHlFpfznPNk562vXh/eep0L5WvXFs5he+0815mqfL3x5j6/vHXWc82IBeTl5oT31hTv/YDHVZ5jIYQQQgghGvKehZ2KSgghhBBCiHcL0hwLIYQQQgjRQy/HQgghhBBC9NDLsRBCCCGEED30ciyEEEIIIUQPvRwLIYQQQgjRQy/HQgghhBBC9NDLsRBCCCGEED30ciyEEEIIIUQPvRwLIYQQQgjRQy/HQgghhBBC9PjL2MZjjz22r7b0H//4RwDAMsssE9p+//vfAwCWX3750May1H/xF//3/r3ooouGbaNGjSr1BQB/+7d/+38D+stiSP/5n//ZN6b//d//BQD893//d9829vHv//7voY398XcWjvF//ud/Qtt73/teAMB//dd/hbb3vOc9pf7t2O142c/JJ5/8nr6DDeD444/vk/Ebb7wBoCzj5557DgCw5JJLhjaOkWP467/+677zsOXBeR68JrYPbrO/ZZvdxv64DwD8x3/8R9+xqnK3+/Pvt99+O7T9zd/8DQDgr/7qr0Ib5WnPi+M95phjsmTMOWyv8csvvwwA+OAHPxjaKN8VVlih71gc0wc+8IGwjdffypLjtPOWbf/2b/8W2tgf5WrnMuVg27iflSHPhzK314h4197OV143K3Pud+SRR2bP4fHjx/8JAFZZZZXQ9rWvfQ0AcO+994a2jTfeGADw0EMPhbYXXngBALDOOusAAE477bSwbY899gAATJs2LbT9/d//PYBizQGAtddeGwDw0ksvhTZex9deew0A8P73vz9se+uttwAA73vf+0Ibr4/d71//9V8BAIsvvjiA4r60+7355puhjeuDXSc4/20bZXzYYYdlyfjAAw/8EwAsssgioW2zzTYDANx1112h7VOf+hQA4L777gttm2yyCYDinO06yDnMbUAxnzk3AGCJJZYAADz44IOh7cMf/jCA4vpusMEGYdsNN9wAANh6661D24wZMwAAH/nIR0Lb448/DqCYN6+//nrYxrXPjoPPDXvPeWsa77nJkydnyXfSpEl98l133XUBAE899VRoW3311UvjtuPkfWXPgXPkxRdfDG2cc5xbALDUUksBKNYgoJi/zz//fOn/APDYY48BAFZeeeXQxnGuuOKKoY1jWWyxxfrOmeO16wb/ts9qPkvtesR16LjjjsteI/bbb78/AcCYMWNC27bbbgsAmDNnTmjjmmzX0FmzZpX2P/PMM8O2HXfcEQDw05/+NLRxLvLeB4Cll166NHagWGu5Ttp7g3PBvktwf7sfnxHeOuz1663lPFf7nGPbSSedlCXjiRMn/gkor+Vf+cpXAJTXCN5/CxYsCG2cJ3x/+/Wvfx228T6//fbbQ9vYsWMBlO9NzmE+W4HiWj7zzDOl/wPAk08+CaD8zJg/fz4AYPTo0aGNazrfe+w7I+f1O++8E9q4Rlj58hrZNYLX5oQTThgoX2mOhRBCCCGE6BHVHHuaw+WWWw5AWYtCzY39kuDXEt/Q+dUFFF9FVpvCNvvFWO3DjoVfA/Zri19A/Hqw47RthF8S9phVrZ4dh6dhsb/l11MdeBz7dbnssssCKH8R8QvLyphf/56WmJpF+7XEr3/v3LyvW/bh7W+JHZ/X2GpOq7+z/Xr7WRlbzXkOnHfWEsAvZKsN+ehHPwqgrNGx8gfKX63sz2qk+bft1x6XVLWUdh8ew2qxqGH3NAuUrx2rva+q47Bj4/yxc8p+3edy3HHHASi0gwBw3XXXAQDGjRsX2rbaaisAwCmnnBLaHn74YQCFhoYaHqDQpG2xxRahjdoCq13g+do2Xgvub+8DasZsG9eHmNbfrmGUmb1OVo6E8rZrR10ZUwNrtZjUvq+00kqh7fvf/z4A4LOf/Wxou/POOwEU50xNvf3tI488Etp4vaidBIDVVlsNQPneo1aO/b766qth2/bbbw+g/IzgOdj91lprLQCFzK0WifPBypf72TWI19Deh1w/c9loo40AFJoroLBM0GoAADfddBMAYMMNNwxts2fPBlDI0l5njslaFygvu85w/lpLBtcBPo+sLKkdtv2uuuqqfcenxt+z3lXHaLHrHH/bdo3YeeedAZTn3+9+9zsAxfsDAEyaNAkAcMQRR/T18Zvf/AZAWftMzfqmm27aN2a7H/Eszt6zkvK2WnfK22pnKRfPamj3q47NPue4DltLql0Hc9hll10AAPfff39omz59OoCyfE844QQAwL777hvauG5zDtt7dO7cuQDK9xTvCavxp5zs/ULZcN5Z2XAOWznw3dJq6/lOxTb7Hle1nNtj2jZeczv/7b02CGmOhRBCCCGE6KGXYyGEEEIIIXpE3So8k+RRRx0FoGyOoanAc+73/m/N71W8bV6bF4A0LHgsz73j6KOPDm3WHJUL+7RmAJqdrQnIM/1U+2gCf5sr4zbHivXvyZjQbA+UTU850LRlTeLeHK4GkNq/PVeS6u+aEJNv7v3StH+7/cgjjwxt1tybC4PobDDQ1KlTAZTNZjw2A0UWFryuniw8YvL35rCdV946Yc3hOdCcb02t3/ve9wCUTZCcp9dee22t/i02+LFLcu4l7xp4wXeefHlPA2XXghwYVGgDbk8//XQAvpvfJZdcUqv/kSAmu9ia4v3Oc7Gza0Rd+QLA1VdfDaDsenjuuef2HY+m8i996Uu1j1ElNZ9i+8UC+HOP6cnYc6P05rDnXhiD6y2D5QDgnHPOAeCvETfffHOt/keCLt7pvHXGk2/VZdLtq/VohBBCCCGE+DMhqjn20s54QV1e4J6nnamSq9nqUluZize23C/ROtDB3H4peunVeBwviI3kasK8r1svMGPYNLEm1B0nNfJWvl4fXkqoQfsMaotpCrzz47W019GzwtTF04LH5GsDR2KavUEcdNBBAMpaR36Z595H3phztYwxWcU0RZ52wcqprixi2jhPA5oL09fdfffdoY3zOaUJq55rG4tETOZe4K8lJ+VgSm6x6+FZfHJh6i8bYFQNJrLHt1Y+HotrtpduMZcuLK+W6jPY+50nX+862PNq8sz76le/CgD453/+59DmpZIkXkpPT/511wjvt975cA7XvUdSMo7NdS9gMpfx48cDKKdt4xrhzWFvTHWtlrnvb97/vTXYuw45a3Duc867b6P9JvcQQgghhBDi/xP0ciyEEEIIIUSPqFsFHe9tUEJukJaXozjnd9723GN6rhw57h1WxR4zhdk+aKqIuTnk4FWc845XrYgG5JnNcoMNYmMbFqlxeK4kdcfk5feNycRe/5y5Y4lVRPLMecwJaQO0vOvs3QfVsaXMuZ7bAMeUa7oeBHPu2vynzPtp5R6bp7Hj55pxvX49E79HjqtDEznluOukYG5YG5BH+XrXOmbazDX75q7N3pwnNpcoA7qY2xgAtttuOwDAFVdcAQC46qqrwjZW6fJyR1ti1SNzYVUvG7TLYHT77ONc8qrFEe/et8QCztu4ufBe9taNWHCZ9zzxKsa2XSOeeOIJAMCHPvSh0Mb1zwaMES8/PPHW8tT9yzF7AZZeH15u6Jw1wsuva/HWYe9dou5cePrppwGUK3x6Of5J3SDzXNeQGKn3k5wgyJTLRyx5Qt05LM2xEEIIIYQQPaKaY88BPlcTnPNV0SR9WNOvldwv9twvNq+yXBtSMo7JJddpPjdN3rsF7/zqXn9+LdrqcnU1wXV/5/3G++0KK6zQNzZqCVPXqjrvYkFQQFw74lXNqwMDP2wFNauhieEFpJK6qQS7SGkYI6aRT/XbJhCOsrTVulIaVeJVUCSeVjA2Nk+zFbvOrNoFFJpjLwCHFfpuueWWsG0krVs8lpVvbspIpn9jRTVPE2vxrFE5VtYUvM6xdKKe7G3gG69lmwDonGOT3LSROWtEStvpWcmqFRe9MXpadEuOBSX1/PKC4us+56h9t9YaTyPv4VX3i40jJvMuAhjr7p9r5UpZdapIcyyEEEIIIUQPvRwLIYQQQgjRI2pDpbk1FZBHc4NnPqhrMvL281wOaAqwzuY0S6RyMHs5VWPH5/l5wUW2j1gQwSAo21SQQSyIzDNzxMz5XbmCVBk3blz4e968eQB801ldk6k999wAq+r+KTN0bC50aboFCvMtXSi22mqrsG3mzJkAgPnz5/eNw8MLyPPuOW8OV7cN2p6CptyUKdqrXhSrBNWl/HOJrR1e0JcnY7sOePdtXRlz7qZcVbhO2v5jlaBieW1tG4N8rPsPz/HVV1/t++3yyy8PADj00ENDm7deUobf/e53S/8fNI6cKnuD+onBOWj7jT0HbP+vv/76wP2HlTuerhDbbLNNaJs1axaAslsF5wPHYa8f1yA7P3IDu5ucF91OKK9BeHM4tkZQFnQrAYrxWxeD0aNHAwD+7u/+LrQ9//zzAIqA0BSxKrXV8QB+rmRvDnnzue4zmtcxVfmN47NrVGxd4fXwcvEP240tF89dKOXKkrMGS3MshBBCCCFEjyzNsSW3klQsmKmus/kOO+wQ/qZW4tRTTwVQ/jpkuphnnnkmtF1zzTUAyl+H1drwddMWAcU5tHGit32mqqp5Mm4a9JjLlVdeCQDYddddQ1vbioBAcQ0XLFiQtX+buVM31U8X9d09rNxWWWUVAEW6KqY0Aop7jhWlAODSSy9N9p87h722JgGpFmohUnNjWBaLYROTU+oe9bbVvYe8FFseTbT+QFpz9dprryX7sPcNLSIpqFluo2HtImi32tcgYmnzvHWGwXqettSmPaS2t/pcGsQ+++wDAPjEJz7R18crr7wS2qglpLZykUUWCds+/OEPAwB++9vf9vVfNxA2B2p/rfbao6ll0Eu5ZjXOnMP77bdfaFtuueUAAHPnzgVQttZ5cz6nYq9nfWhSca6uvKnhTVmX6lq3Y6lF3y2k5Nb0uSPNsRBCCCGEED2imuPYl4+XsqaNXzGxX9TULOy///59+y2xxBJ9Y2OCeX4VA8DHP/5xAMCvfvWrvt9Sc2m/Vj0NYpsiBCm848VkbKlqMrpO1bbbbrv1ja0LZs+eDaD4ck/R5hz4pZzyJxyGtsRi5xg1FExvdf7554dt1ABccskloc3THMcsM7Gv59Q5tbF+eKmOvL5j89pep1NOOQVAIacm46Pcbb+33XYbAOCggw4Kbc899xyAsmalrsZhWHOIPscprZvnz5hTBGQkNfosH7iXAAAAIABJREFUVgAAU6dOTe4/Eloqnn9qnfd8nmn14TPna1/7WthGn+AvfOELoe2AAw4AAOy11159/VuffWqRN9poIwDASiutFLbRknfOOeeEtgcffBBAWV7UnHIOWM0x//biaDzaXgf6wqbWCE/GOXPYpi3jdqs5pvaehWcA4KabbgIAfOtb3wIArLnmmmEbr6fVxObIIGVFzy3IUhcv7a6H53Mc04hzf1u8ZezYsQCKuQkUaTx333330MZYBa5HL774YthG62kqzqD6DuqN0fqbk5ifevUYg5DmWAghhBBCiB56ORZCCCGEEKJHVjms3GCmNtCcct9994U2ulh46X889TpNRHZ/1he/6667+vY75JBDAADXXnttX191Aw6rx80lN2Bs2OZFe/zp06eXjmlNSzTxvvnmm6HNmvzIs88+C6BIoWNhEGWTAIS6ZnXOFy9gYySDDOy46dbDINFzzz03bOM47XhjFYxIk4C83N+maDOHq/eWNQt+9rOfzeo3hmdmpGmVAbwA8Ic//AEA8P3vfz+0nXjiiQAKE2Su60rXcF1JmaRjAWPDxsrNg+NYddVVs/rLdVHx7uWm86VJQCnN77fffjsA38Q7Y8aMrOPbCn38m+4+FrpcWHdDpsyMudYxnRpQuBblzpm28uUa1kTGOXPYnkcswNO69ay//voACveerbfeOmy7+uqrAQD3339/aDvppJOS/afIDSAd1hz2AvKq8vWCSm260T322KO0DShcKOwcJly3VlxxxdC24447AgCuv/760MbrccQRR4S2DTbYAEDhgvmlL30pbGMaSfv8pNvSww8/3DcOVcgTQgghhBCiIVHNsReoUPfLJzd1ydlnnw2g/HXB7XvvvXdoe/nllwEUAXbWEX/RRRcFUNaw3HLLLQAKJ3Lb7+OPPw6g/CXoBSHm0oVDve3H01TFxtUmIIhfgwCwyy67ACic7L1CHimoTc7V9sRok4B+YWiJPexXNgNN+ZWdW4wmRkoLXy3KU/1N0+MChSUmdW3OOussAMAZZ5wR2ng/k4997GPhb6b887DncdpppwEoB/NSw0DLkSdjT5tvtXHUBlLzZwvJNJ2HQH0Zc//UMam1tGsi8QKdurgPvDXaY+ONN67Vb+467O3XNJAyJQ/K184DahafeuopAOVgcPZrtXVcS5deeunQRiucPQeborQKg41sytKcYGzPGppKIVrdNmh7Cq4RqevJQEFbzIK/8VIacluqyJMHf0ONsJ3DLBZCDScAXH755QCAxx57rPaxhg2vSWru85ljgz+r192+PzFtoF2Xaf2xBU84h++9997QRgsH370YhAcUVjlrSWIxoBjXXXdd+JtWQTsf11lnHQC+5tgizbEQQgghhBA10MuxEEIIIYQQPaJuFVSvD8vFwJqaDz74YABls8Cjjz4KAPjhD3+Y1a9XYegf//EfAQAnnHBCaON5PfnkkwP7GlaltCq5OTZzyA2asGYTBj3ZnJk029mgu6ZQ/rbiW25+Y5LK91y3j4XB5z73ufA3qy+NGzeubz+O86WXXgptTSufNSEV9OXBMafGefzxxwOIBxZas1nMtGxNqxdffDGAwrQNAF//+tdLYxs1alTYxsCbfffdN7Stt956AMpryNprrw2gMNHZ6mN1XYNGosqj507hHb9LllpqKQBlEyu56KKLwt+/+93vkn2l3Hxi599GvjTPeuZ62y/N8F4b548lViEvxYUXXgjAz/HP69zFNW2S97zJGuyZwD2sOwXpIg9wDAZ22Xuf+avt+VddwHLpIlg0RW6tCVZStMQC8rhWrrzyyqGN89m20cVntdVWC22Ul1eTgoGRXD8GUX222IqODDC1NSxy77WcuSTNsRBCCCGEED2yKuTlpomq+1VkK6xQY8WvOKDQatYN6rLarwsuuABAOaXTlClTABRfUalghpHQOqYq5NXtI9bvpptuGtqodWMwI9BfzaiJ5pKpsRgA8MADD4RtNhhg2LQJsGyKF1jzgx/8ILRVA9i8YCKbcign1Y+d816wjacd82iSjoz3UUrrzNSJDHQDgHvuuac0PmtNis1/a02aN29e3/ZqyiKrFbr11ltL4wYKzf7mm28e2hiEwoqOVpvvySlXs1lX8+ZVN/SORRl6Vc/qarpz+fGPfzxw2+mnn943Do9qwBWQH/DYxX2dGyzmVSCMBUI10RiTWBC0N989qufjrTO5AXltobXIPoc9eXsV3Kq0Cb70oPb/kUceCW2srGuPxYBfPttSY2tiVWoK5ZWSLy1oXkVBj2OPPRZAOTCRQafWWsTKkHy3Aor3O3oA2OC7z3/+8wDKzwwey8JrMmnSJADle4qpOO252EDXKnXXYGmOhRBCCCGE6KGXYyGEEEIIIXpkVchLkWPasvtQpf3pT386tNG0wco0QNwBPmYK2GSTTcLfNDPY4DLmK/RM7iMduJVrFsw12Vb3t6YP/j1x4sTQRrlbM/6ZZ54JoL47xamnnhr+ZkADr+Edd9wRtjXNQ9rmtyN5Xa1pZ4cddiiNAyiqRXnQ/GhdD3LO2ZqJYmb4YbiXsDpSyhTOIKM111yzb9uCBQv62jg3vapjDLhrAvu1VTM5T5dZZpnQxgC8F154oa+PNrm6685FXtvUteP9WndMTe4N/nazzTbr2+a5BuXQVeBS3fPh/TgMl6Om0IzswVzAdelqDWzSj7fmefPPq0aZk9vf7uOtF+zXc4khP/3pT8PfXl7unPNeWIHflG/q+HRBiOW7Z254oFgPv/jFL4Y2Bt3ZY/GdYsMNNwxtdJGjG4p9n+AxbVAfsQHbc+fOBVDklrYVI73c/TF3JOvCoYA8IYQQQgghatCJ5tjDC14gDNK68cYbQ9u0adMAALNmzWp8TGpGbQohfl3Mnz8/tFFLxK+HLtKo2WMNk1gAhReUZR30WXHMasL4RW1rlj/77LMDj0+txV577RXaqJW3NdH5lfipT30KQLpijVfBi7T5Gu+60lwONmjgJz/5CYAiYAEoAr28+UKtpt3m3UvV36bGWreiWxPsXPOuJ1PYzZw5M7RtueWWAPyUPtQ8WA0v7/GUVYMy4/HtvcFUgjYgb7vttgMAfOYznwlttGJxvbLn5wUM5VYK7WKd8LQmsf26htolLwjz5JNPBuBriizV9FOpoOQurGweseAviyfr6rPDG28TjfMVV1wBANh99937tjWtNpj7nBup4OVY9VJvDJ4cvXWNqUhz4X1tK9/ZxADV/ew6wOMv7FShuQGWsf3ImDFjwt/HHXccgHKFYWL7ZfIEq3Vmv+zPWrEvu+wyAMD48eP7+rWVCq+99trStlTQbqxSYm2LXa29hRBCCCGE+DNGL8dCCCGEEEL0GJpbRVVVb9XhrJpmnfSnTp3a+pgMDvnQhz4U2qhKP+igg/raRjL37SCq5t86xCrbENsv8wvffPPNoW2bbbYpbQMKJ3xWvbHcd999AMpBIXfffTeAIu8gAJx//vkAgIceeghAd2b9uhXcPPnGApG6MI/Zc6XLia0QZvNMV6GrEWUK1A/Ii8naM/u2NfnH8r96Y6SbAlAOPKxC94v111+/b3w2qJTBfGeddVZoY1AkZW1luNZaawEA7rzzztA2YcKE0rkAwA033ACgCAJp48IQM2M2oe4a1rXZl9UFveNzffeOP6w1t80czq0ultN/V9fZc6dYmLRdI7zrXzdXeC4xl04Lr/u6664LAFhxxRXDNr6P2DUidx1YmKTcAnPkS/c3oMhVftVVV0V/4wVBEq73djx877AuKtzOdwygcHnKvUdj25XnWAghhBBCiIZkVchLkfO2brXE1PDarw1qKWfMmBHabEqPQVgH8KOOOgpAWfvD4CgbEBbTuNbVJtqvyLpazeqx646hGvBhA0u4v/16ZkoVygko0rKwkhtQaOV23XVXAGVHel5Hm5rtsMMOA1D+GqPceXwrG68yXOyL1sq4bvBk3WqDXaf1W3311QGULRcxzjjjDABlTb4XRFEdm1cVzTJMbUf1634Q3M4KSymo4fXmxne+852sPqixt4EakydPBlC+N5Zddtm+31JrxPsmVakwN91iXe0Y753ctWIkqp7Z4CWgHAQVS8Fpid2bbaw6deWbWyHPG0d1ztv7LOe+tdtj52crmDYlt+pr18GjQCELK6+6AXlss+8S7G/JJZcMbbQg8bkEFEHo9lnGZ98SSywBoFxpjRVNbTU8L0VmXYYld85he36xY8bWElsJlEHJrKwHFM+0PffcM7TttttuAMrvdFxfGZRu1+Cdd965tA9QyNomBKg+t2z/vF4puTWdw9IcCyGEEEII0SOqOfYSbOd+NVHbwS8aW5hjpZVW6uv30EMPBQB8+ctfDm377LMPAOD666/v63+dddYBUPbN2mKLLQCUvwCff/55AOUvn1ii6Lq0/bIeVnEGrz/WhmcqMYvVxG211VYACq281UgfeeSRAIBzzz03tOUkbm+juWxTBGTQeAbRhYbNanl+9KMf1To+Ne5vvfVWdGx150vsvNrOPa+Igtcnt1ufMvr70XJhfa2tVagtdg7Tp/6Xv/xlaOP6YPcbVvq7pnOsic/zsFJMHXLIIaX/W21eLI6i6/Hk+rLm0OQ+qP7Ge1baebzjjjsCKBcK4tpLS51Hk3SjXcq6rUWtTRq+6jPSph1lPIK1nPFdg+8UAPDGG28AAE466aTQRn9Xno+1fnANnz59emjz3htimu42aUSb+s2nfhcbZ2y89p3qkUceAVC2QB9++OHJ/i1TpkwBUE6nycJhuZZ60kRuKgIihBBCCCFEDfRyLIQQQgghRI9OU7nFTFs2gGu99dYDADzwwAOhjaa4F198MbSxWp41Sx1zzDEAgKOPPrrv+HT4tvW3n376aQDxIAr7/3drmhbP/YJ/c/w0F1sYbAAUaVm8ADe6qQD9ddptYMMll1zS1wevXSxNmA0UoOk6V9ZtzE11zV25QVUxbKDCuHHjsn5DaKqimWokaGsy9apExUx11l2BJjry5JNPhr9ZlckGJ9I8uv/++4c2VrOyrj6TJk0CAPzsZz8DUHa/uu222wAAjz76aGhjRTJrPmS/HK9dJ1LnVd2viznsmdZzzahdpC+06/D2229f2mbHxuAoG9gTq4DpUTeQsM0cbuPaFjOr85ytGxur2x177LGh7corrwQQD2ScM2dO+JtuiSmq6a+851wqtaNHV3Kqm2rMSwXJipa2KinfA2wVV6YetanDqse0rkGsaMqANDveWABhKhg2V8Z153AX7y1177nYepeCLhReCji7zlSrV1r3mdxzbupeJM2xEEIIIYQQPbIC8pqkdIvVHKe2yH4pr7DCCgCKAB0AOPXUUwEABxxwQGijBpqaIfvFePHFFwMA1l577dD2/ve/H0D5CyVHcziMdDYxcr8uvf34r03HRq3XBz7wgdBGLTK16UAR+HXTTTeFtgMPPBAAcN555wEoCnoMwktZVMWmcrNff9Vz8WhzLboIqqr75Wk1x17y8tg5sLiCtap4RRXajtH+pk2qPPubLmRtC/hQk5OT0hEoUkRall9++YFjO+WUU/ra7LFyiuzkUjcBvUcT7VBOwFguLMoC9KetZOAzUAQu2WNRc2eDnryUjk1pO4fbHje2Zt91113hb2tBJZxzVnNZ7Wf06NGtx5qiywIKVXI1q7EAS/5r18Np06YBKFuG+E7AoC8A+PWvfw0A2HLLLUPbmmuuCQC4//77AZTfPVicyI4tdv91EfDcxRoxrADcrrHWfcJ1wwbpdWEpbrqfNMdCCCGEEEL00MuxEEIIIYQQPaJuFbk1yolVVef8JhVgQpcAa4ZnMA2rtPBfALj00ksBFPl8gSLAxroXsBqfd8w2FaW6cr+oa6Khuce6S1D+99xzT2jbaaedABTuJwAwe/ZsAOWAPFaqoaytgzxNgNasWnWaB/rdCdpUcOvCnN3EtNX0uF6lxH/6p38Kf3POWhMf4fWiGXAQ1bGlgm1itDXFxYKt7Di9/WLHznWniOGtQ3SxsmsHsXKvyrFNMFtudbLYb731MjVfq/O/iWvG5ptvDqBc2ZD98BpZWXrXjetwm4qgudT9bcyEnVoDcnLEem5kI0HTwMSur4ftO7fPXHkyWJcV7exvr7nmmtBGl5UJEyaEts997nMAgLlz5wIANt1007CNNRbOOeec0GYDTOuMeyRcNHPncM51aOKakHMf2DG+8sorAICVV145tHHttX3wWZob0NtlQgVpjoUQQgghhOgR1RxT6zKs9GYMlgGAN998E0A5qIwO8lZzyTQt/IqzgXYM6rPpWpj6iQFqHlbT52maYl9SbSszNdUiedixe/tRFgx0BICpU6cCAF577bXQNmPGjFKbDRShVqjuuTap3OMxktWvmmpLTj755PA3KyzZoFKm3Hv44YcBlKtlUUvHlHlAubrkINrIN5WiLIVXIdHj3ZImkXPe47jjjqvVV+68smtMm8pZbWlyfZkSy9P4819rmfNSkjEw2kILVW6ar1yL2rDSYNW1QrUhpsVlysJvfOMbtfq0c7Duvdh2jcjRLLYhZY2k5eJ73/teaLvwwgsBFM+03XbbLWzje4hND8mgPz5HPayc6r5LWJrOYS9VXZt+Y7/LtbgzlSHfK4BivI8//nho+9a3vtXXb3X/FLEKi3WR5lgIIYQQQogeejkWQgghhBCiR1QHn5trj9XP2gQe0Oxm1fIM8liwYEFoGz9+PADgzjvvBAB8/vOfD9uqld0A4N577wVQzodcVf3bgDLP/BMLLmybm7BNjticHJsetgoY88rSXQUAbr75ZgDA73//+76xxaoEeWPjNk/G3v5dkxuIVLeCVwwb1MW8plbmvF/OPvtsAEXObjtem+83hzYuDW3nMM8ndY3pHuUFbNHk642za1MszXvMKQ0Uc9wGteaMIzfYxp5XXTOflyvb64sy9IJfY1XgvH7tPFhllVUA+NWsRo0aBaBYM4Ai37Td//LLLwdQBPkCRbAT543nejISgdE0RaeeX7HrMCw8Vw4GktV1q2gzB9sSu7+9/eq6JDQJjGXObY7Julsx17/Nfcw2Lz+6h/dcTgUtx9picG1tU92w7rtI7rOSrmr22Lznf/SjH4U2VkRuE5zf5b0pzbEQQgghhBA9sgLyUm/j/AqIpQzJfaN/5513wt/UStggPQY4sXoba6DbY1otKIOeYqS0oMOsOe+lQfPwNAhNv/6tloeBNC+++GJoo7aT19/TRKVkVm3z9vc0ll3LmOeQClTwqvw1/QplpR8A2HvvvQH4aYC++c1v9h2T2Ap5HlWNeEq+w9QU5Qbk8b70tJ2k6zHTmsTrAJTTM5EnnngCQDqoNWdbirrnxWucCoqKVZ7MDcjksbj2AvF7h4HUtkLe9ttvD6BsQTnttNMAlK2AVW2iDdDmftbKkJtqrK71g3LLDQgcSa2rd6xqKtIUsYDH3PutrXWJMs6dw7nvEnWvRawaH63SALDkkksCKAeafuQjH+k7ZvUcvLSnIxGo78k31lfMgtTVGrzooosCALbbbjsA5Xedo446CkBR4RDwNdY5aeaajFcV8oQQQgghhKhBls+x/fKJ+QR5xQ/qFiSwWjf6aS6yyCKhbbHFFgMAHHLIIQD8NGM33HBDaGNKrJg/WaooQe6XVxM8jWnd4iu50DeUqcSA4jxuvfXW0Mak6PzSS3351vUFy9XAeJqiLvw1Y/7FXlq/NlpCpsOjnyAAHHPMMQCAjTbaaODvbIGQnOIZqbmSK8sm85qaRTuG3Dkc8wn3il94bTyWZ4WhZsLGJvBY1sK03377ASj7hldl1kQD1IWMeX65a0RMM+/tb9dXHmOPPfYIbdSYWase111qju1cHjduHABgrbXWCm30846lzbTWlRwt0qBtTX2O7fX15vRI+hpXj2nPiamx6pIqxES6SrtpoTztcb1YBWLv7xwrWRN4fM7/sWPHRsfBNJvUiALFPcFxeGtgLAbA0sYqzPvRe1eLpWBMjamufO09/4tf/KLUx/z588O2K664AgDw1ltv9fWRG7sRs6an2nKQ5lgIIYQQQogeejkWQgghhBCiR9StwgtSiuGlP6uryrZqeZo4N95449DGamK77LJL32/pVnHBBReENtbwHgkzUhvH+zZVh2LYsbPSGlPYAIUbC+Vkf9NlVaNcM1LXwS51XWK6MtlVsSnCrr32WgDleV3FS/1m3QCIJzfP3JQb8DgSqbMsMXcnz+XCOxbNh7YKG89jm2226TsOK7PZKoRMWxgbRypgy3N/8dxZms6rJutLNcAp5TbGOcb0bQAwc+ZMAGVzMlNjrrHGGgDKgUsTJkwAUDaZcuz2HHJSNuWmbmoTSBtzTVkYrhSWefPmAQBWW2210OaZonNIVTQb5nMuN6WmR90UsbFrx7XU/n3wwQf37cd3CRtoyvSxNkVh1a3Cnh/Xg1SQnPdbz0U1hufWETtW189ZurvOmTMntNFdZp999gEAXHbZZWFb7rpYHac3bs/FzpvXdVMZSnMshBBCCCFEj3h+qx6pJNbefnVhChT7Vcz+7rrrrr79mY7MfgHwa89+PXlfKAwO4Db7Zep9ZeRqH5t8jXGsqRQ37Nur3R4LMLN9sSCKTX/385//HEBZU0k51tW6eoFAsWCylBbJu3Z10wh5cqtrRfDGUTdo0qYU5N+ch0xrAwATJ04EAFx88cWhzbPg8PixoA8rUy9FUnX/QdtTsO9c7WgsKMvbz56bpwHn9rfffruv37322gtAESQGFOuJt65YeKyYzKyMPWtZF+mRvH5zE+VXNUXeOP74xz/29XH00Uf3tdmUbhzT6NGjAZSD9RiEWje4OaXZGXZqvdSanrNudB1YPWbMmL62xRdfPGtsPH7s/GwwXK5Wt03K0tx733vOxeZw7tpjz5d/s6jHWWedFbYxSI9WpkFUZWv7j42ta81tbrrH2FzwioDEiresvfba4W8vZS5/y+A7T6vu3S/eu1rMKmefD15a4aZrsDTHQgghhBBC9NDLsRBCCCGEED2ibhVUUVtzGvPp2cpFOYFbKTOZF2wUw5rxco4RM2146vZcs4dn/qmDNz5Pxl5AS7WPFOzvX/7lX6LHr9LG1J5rsvTgmKwprm5AB8dh+6ALj51zMfl6xPbzTFuefL/97W+X/h2E91uel5eL2XMlic2bXFPnILz8ozEZ5x7Dcyfx7lnKwnMtofuVzePtuYF4c7GLgDHiuSTk4p1z3XW4rtuBt7+Xj7ZptTavLdfs6ZlM28jXc1th0JV9ztRde5oEnxHeu3R3Y8CT7dcGQXK8ttJpLCg+tkZ48k2tJSnYp702XawRXQZM2nHkvo/kPDdT7i/eHK4bhOitwbH3CO/4uc8IzkWbb5v5zm1QNN2rcl2kvPnHNcdzp/TmsNe/J9+cOSzNsRBCCCGEED2yKuTZN3O+yedqJ0YyFU7usXI0LCltpZc6xX6Z5GIr/JFYZbouZNx15b1Y4EFuYFZsvzYpbihf+zVKrUAb+eaON4anOcntI2cO27RFsf3bzmEex7MEtbF0xDTmufDcvCDdVEWqnOBjTxsR04pUf5ODFxTTxTq8sNOUxagrXy+IKBfvOUeNcaoCYYw28uW5smqgTR82e/bsvv0ZVJkKRKrizcVUmrGuKuRRozms51zX1E3vx/OyMo79tu06DJTnvvceUTeo1bOoMkhx+vTpoY1pMffcc8/QduONNwKo7xXgzb/YO4v3DuVRV77SHAshhBBCCNFDL8dCCCGEEEL0yKqQ55msUhW5qqaShW0SqUtqvFTLtwkWs7/xVP6xXI/e8bqWcW4QXcwknVuZy8PLM1tXxjyGNcdTvqm+qqacruXLSoWpSoGxHNe5Li3e2L151uQcKceUjFPVm0YKb73KqTSYmsNev56Jv65bk2fa9MzUXi7r6phHQt6xaozevVxXvpZqznrbby7s1wYcxnJc27ZYBcIuquyNHTs2evzYeGM5dXNcLoD+fPU5v/HIfZcgnozbHL9L6lZjTM3HLuawlys89h5RZ3yAf5620i6ZNm1asq/qmKpYOcSecyTlNuK9q2WNsdbeQgghhBBC/BkT1RyzSoxl8uTJAPzUWPbLu1rtxL7Re5VYvAooXiBKNbWMV3WlbvBAql63V3XF+22TQDfv63nSpEmlbQAwatQoAGXn9lj1mpgmIyWz2LaYltjTosfSrHjBAx4xLUIKBovZPg477LC+49Op36uW6OFpx3KrFOXsnwoWy0khZM+P88Yey9NI15UvUAQL2WvoyZhz2KYWqs4xL2VUKsVXjuYxNxVVbrBRTHaeBqhNqjHOTTtuytdLs5mqKFglpZ2tu4bmavaq/XrX2c4fO28Iz69NOkLKzf7Ok2/T51xqjYilLMytoBrTHHv/j8nXO4eu1gh7DVkN1AZUeftVn1ttqst55xaTf6qqW07/3ruExbt2TZ9zdg7zXc0en/t5awR/6wXK597Tsep6nua2jRUg9/nlzfWcNUKaYyGEEEIIIXro5VgIIYQQQogeUbcKVufxqqNY9TVNtjavarWySSyIAfBV755JqWpS8cxNnnnfO1bMTGLPz8vj6pkb7PnnQtnZMdOdxZp06Pxuj+FVf6uOz2vzTHqeHHPN/p57R44JKiVjD5o2c2G+Umse9eYw/06dK/FM81UTq/2t1+bdG7EAuxhe0IVXjSoVFNckv+bbb7/d99v3ve99AMpmRG89qc7hmHtPdayxtupvvbnpketWEAtC9Mjdz4P3vh031wh7PWmK9uSbqiJFcverzlPP9SrlDlTt13MJsOZ1mt9zg/Ry4by0v2OlL+8557nIeOfqbfPWRa+tulbnBkJ7roreus/97HXz5OutR02ec94aEZNxrEpf7vqamt91Xf9iFQRjAb25zzk7jtga5cHnnL02XPO955z3PsZrk8oJH1sPrLyqbU3c47y5W93muTl547X7Kc+xEEIIIYQQNXjPwk6LIoSR/RN7AAAAR0lEQVQQQgghxLsFaY6FEEIIIYTooZdjIYQQQggheujlWAghhBBCiB56ORZCCCGEEKKHXo6FEEIIIYTooZdjIYQQQgghevw/RKYSmkRIASoAAAAASUVORK5CYII=
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<span class="n">generator</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">model_path</span> <span class="o">/</span> <span class="s1">&#39;mnist_dcgan_generator.h5&#39;</span><span class="p">)</span>
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<h1 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h1><p>Compared to the original GAN implementation, the disriminator accuracy is not sticking above 90%. The generator seems more able to create convincing fakes. But also the variance on the metrics is high. Visually, there is less noise on the background, digits are rounder. The straight digits like 7 and 1 seems harder to generate to this mode. And there are still some "ghosts" around the main shape.</p>
<h2 id="Where-to-go-from-here">Where to go from here<a class="anchor-link" href="#Where-to-go-from-here">&#182;</a></h2><ul>
<li>The original GAN based on dense layers (<a href="MNIST_GAN.html">HTML</a> / <a href="MNIST_GAN.ipynb">Jupyter</a>)</li>
<li>Revisit the fundamentals about deep neural networks in the CNN versus Dense classification (<a href="../cnn/CnnVsDense-Part1.html">HTML</a> / <a href="../cnn/CnnVsDense-Part1.jupyter">Jupyter</a> )</li>
</ul>
<h2 id="References">References<a class="anchor-link" href="#References">&#182;</a></h2><ol>
<li><a href="http://papers.nips.cc/paper/5423-generative-adversarial-nets.pdf">"Generative adversarial nets"</a>, I. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, A. Courville, Y. Bengio, NIPS 2014</li>
<li><a href="https://arxiv.org/pdf/1511.06434.pdf">"Unsupervised representation learning with deep convolutional generative adversarial networks"</a>, A. Radford, L. Metz, S. Chintala,
ICLR 2016</li>
</ol>

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